https://domainexperts.dev/ New job-role agent skills added to Domain Experts. Tue, 08 Sep 2026 04:22:03 +0000 https://domainexperts.dev/roles/acoustical-engineer/ https://domainexperts.dev/roles/acoustical-engineer/ Fri, 17 Jul 2026 18:30:36 +0700 Use when a task needs the judgment of an Acoustical Engineer — calculating room reverberation time (RT60) and specifying absorption/reflection treatment for a space, evaluating a wall or floor assembly's STC/IIC rating against a code or design target, diagnosing why a completed space fails its acoustic design intent, specifying industrial or mechanical equipment noise controls against OSHA/NIOSH exposure limits, or writing an acoustic design report or noise-control specification for a construction or renovation project. https://domainexperts.dev/roles/brewmaster/ https://domainexperts.dev/roles/brewmaster/ Fri, 17 Jul 2026 18:30:36 +0700 Use when a task needs the judgment of a Brewmaster — setting or correcting mash pH before conversion, calibrating yeast pitch rates from wort gravity, deciding whether a diacetyl (VDK) reading clears a batch for cold crash or requires a diacetyl rest, investigating a contamination or off-flavor signal and scoping a recall, or specifying dissolved-oxygen and pasteurization controls to hit a TTB-compliant ABV label. https://domainexperts.dev/roles/animator/ https://domainexperts.dev/roles/animator/ Fri, 17 Jul 2026 03:23:50 +0700 Use when a task needs the judgment of a Character/Motion Animator — triaging which shots in a batch get full 12-principles polish versus blocking-only under a tight schedule, choosing pose-to-pose vs. straight-ahead for a shot, writing a rig-limitation workaround memo, or reading a director's revision note as a pose fix vs. a timing fix. https://domainexperts.dev/roles/mine-supervisor/ https://domainexperts.dev/roles/mine-supervisor/ Fri, 17 Jul 2026 03:23:50 +0700 Use when a task needs the judgment of a Mine Supervisor (shift boss/mine foreman) — deciding whether an unanticipated roof or ground condition requires the roof control plan's supplemental support or a full withdrawal, reading a pre-shift/on-shift examination book for hazards before allowing crew entry, resolving a shift's tonnage shortfall by diagnosing the actual bottleneck instead of pushing cutting pace, or deciding whether a gas or ventilation reading requires de-energizing equipment versus evacuating a section. https://domainexperts.dev/roles/palaeontologist/ https://domainexperts.dev/roles/palaeontologist/ Fri, 17 Jul 2026 03:23:50 +0700 Use when a task needs the judgment of a palaeontologist — dating a fossil-bearing horizon by reconciling biostratigraphy against radiometric ages, deciding whether a specimen represents a new species or intraspecific/ontogenetic variation, triaging a fossil collection for preparation and curation priority under a limited lab-hour budget, or evaluating a cladistic/phylogenetic placement for a newly described taxon. https://domainexperts.dev/roles/demographer/ https://domainexperts.dev/roles/demographer/ Fri, 17 Jul 2026 03:14:44 +0700 Use when a task needs the judgment of a demographer — building a cohort-component population projection, reconciling fertility/mortality rate estimates against ACS or vital-statistics counts, judging whether a population trend is real or sampling/measurement noise, sizing a census undercount adjustment, or advising a public agency on age-structure-driven facility or service demand. https://domainexperts.dev/roles/marine-surveyor/ https://domainexperts.dev/roles/marine-surveyor/ Fri, 17 Jul 2026 03:14:44 +0700 Use when a task needs the judgment of a Marine Surveyor — running a pre-purchase condition survey with ultrasonic thickness gauging (UTG) against classification-society renewal minimums, conducting a P&I club condition/loss-prevention survey, reviewing a vessel's class and statutory certificate status for overdue recommendations before a sale or charter, investigating hull or cargo damage for an insurer's claim, or checking load-line freeboard compliance before departure. Distinct from a marine engineer/naval architect (sets the original design numbers) and a cargo inspector (measures cargo quantity/condition at custody transfer) — this role inspects an existing vessel's structure, machinery, and equipment against the rules those numbers were built to and signs the report that becomes the record. https://domainexperts.dev/roles/storyboard-artist/ https://domainexperts.dev/roles/storyboard-artist/ Fri, 17 Jul 2026 03:14:44 +0700 Use when a task needs the judgment of a Storyboard Artist — deciding panel coverage for a scene (dialogue vs. action), budgeting panel count and drawing hours against a pre-production schedule, maintaining the 180-degree axis of action across a multi-setup sequence, building or cutting a timed animatic/story reel, or revising boards after a director pitch or script change. https://domainexperts.dev/roles/costume-designer/ https://domainexperts.dev/roles/costume-designer/ Fri, 17 Jul 2026 03:05:52 +0700 Use when a task needs the judgment of a Costume Designer — deciding build vs. rent vs. buy for a specific garment, budgeting a production's costume-shop spend across principals and ensemble, engineering a quick-change to hit a scripted time window, building or reading a costume plot to track pieces across a run, or diagnosing why a build is behind schedule going into tech week. https://domainexperts.dev/roles/oceanographer/ https://domainexperts.dev/roles/oceanographer/ Fri, 17 Jul 2026 03:05:52 +0700 Use when a task needs the judgment of an oceanographer — designing or QC-ing a hydrographic cruise (CTD/rosette station plan, sensor calibration), interpreting a mooring, glider, or ARGO float time series for a physical or biogeochemical anomaly, writing a ship-time or cruise-budget proposal, or assessing whether a water-quality or coastal-erosion signal is real versus an artifact of sensor drift or undersampling. https://domainexperts.dev/roles/welding-engineer/ https://domainexperts.dev/roles/welding-engineer/ Fri, 17 Jul 2026 03:05:52 +0700 Use when a task needs the judgment of a Welding Engineer — writing and qualifying a Welding Procedure Specification (WPS) through a Procedure Qualification Record (PQR) test program, selecting a welding process (GMAW/FCAW/SMAW/GTAW/SAW) and joint design under a cost/quality/position tradeoff, calculating preheat/interpass temperature from carbon equivalent or Pcm to control hydrogen cracking, specifying PWHT and Charpy impact requirements against a service's MDMT, or running root-cause failure analysis on a cracked or rejected weld. Distinct from a welder (executes a qualified WPS inside its parameter range) — this role designs and qualifies the procedure, and owns the code-compliance judgment that makes a weld fit for its intended service. https://domainexperts.dev/roles/oil-gas-production-manager/ https://domainexperts.dev/roles/oil-gas-production-manager/ Thu, 16 Jul 2026 18:32:55 +0700 Use when a task needs the judgment of an oil and gas production manager — diagnosing a production shortfall against plan, prioritizing well intervention or workover capital against decline curve economics, deciding whether a well integrity anomaly requires halting production, weighing a shut-in decision against formation damage risk, or evaluating whether stand-down/safety reporting patterns signal normalized deviance building toward an incident. https://domainexperts.dev/roles/correctional-services-manager/ https://domainexperts.dev/roles/correctional-services-manager/ Thu, 16 Jul 2026 18:28:38 +0700 Use when a task needs the judgment of a correctional services manager (warden/facility administrator) — deciding how to respond to a staffing cut against safety risk, reviewing an inmate classification or housing decision, evaluating a use-of-force incident, deciding whether restrictive housing placement is justified and time-limited, or weighing security spending against programming budget under fiscal pressure. https://domainexperts.dev/roles/pension-scheme-manager/ https://domainexperts.dev/roles/pension-scheme-manager/ Thu, 16 Jul 2026 18:22:52 +0700 Use when a task needs the judgment of a pension scheme manager — assessing funded status and its sensitivity to discount rate moves, setting or adjusting a liability-driven investing glide path, evaluating whether an asset manager mandate is adding liability-relative value, weighing an accelerated contribution against ongoing underfunding penalties, or advising trustees on a de-risking decision after a sponsor credit event. https://domainexperts.dev/roles/central-bank-governor/ https://domainexperts.dev/roles/central-bank-governor/ Thu, 16 Jul 2026 18:18:08 +0700 Use when a task needs the judgment of a central bank governor — setting a policy rate decision against a dual mandate, deciding whether a distressed financial institution needs liquidity support or resolution, calibrating forward guidance language against credibility risk, weighing quantitative easing or tightening at the effective lower bound, or drafting the public communication that accompanies a policy decision. https://domainexperts.dev/roles/book-publisher/ https://domainexperts.dev/roles/book-publisher/ Thu, 16 Jul 2026 18:11:07 +0700 Use when a task needs the judgment of a book publisher — sizing an advance against a P&L model before an acquisition auction, setting a print run from comp-title sales data, deciding whether to keep bidding or walk in a multi-house auction, valuing subsidiary rights as part of a deal, or diagnosing why a title's early sell-through is diverging from its launch plan. https://domainexperts.dev/roles/property-developer/ https://domainexperts.dev/roles/property-developer/ Thu, 16 Jul 2026 18:07:11 +0700 Use when a task needs the judgment of a property/real estate developer — underwriting a land acquisition against residual land value, structuring an entitlement-contingent option deal, building or stress-testing a development pro forma, sizing a capital stack across debt and equity, or deciding whether to proceed, renegotiate, or walk on a deal after a construction bid or zoning setback. https://domainexperts.dev/roles/chief-data-officer/ https://domainexperts.dev/roles/chief-data-officer/ Thu, 16 Jul 2026 18:03:06 +0700 Use when a task needs the judgment of a Chief Data Officer — resolving conflicting metric definitions across dashboards, deciding whether a dataset should be retained or purged, assigning data ownership for a system feeding regulatory or board reporting, sizing a privacy/breach risk against a proposed data collection, or auditing data readiness before an AI/ML initiative kicks off. https://domainexperts.dev/roles/chief-technology-officer/ https://domainexperts.dev/roles/chief-technology-officer/ Thu, 16 Jul 2026 17:59:23 +0700 Use when a task needs the judgment of a Chief Technology Officer — deciding build vs buy for a core system, choosing whether an architecture bet is worth a full rewrite, sizing an SLA/uptime commitment against engineering cost, structuring engineering teams around a product roadmap, or writing the technical risk section of a board update. https://domainexperts.dev/roles/acute-care-nurse/ https://domainexperts.dev/roles/acute-care-nurse/ Wed, 15 Jul 2026 03:14:10 +0700 Use when a task needs the judgment of an Acute Care Nurse — tracking early warning score trends across a higher patient ratio than ICU to catch silent deterioration before crisis, distinguishing expected post-operative recovery variation from a true complication requiring escalation, triaging competing needs across multiple simultaneous patients, balancing analgesia against oversedation risk by real-time response rather than fixed dosing, and verifying genuine discharge readiness rather than checking a form. https://domainexperts.dev/roles/architecture-teacher-postsecondary/ https://domainexperts.dev/roles/architecture-teacher-postsecondary/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of an Architecture Teacher, Postsecondary — running studio desk crits and final jury reviews, grading design work on process and constraint-response rather than rendering polish, separating a personal design-style opinion from an objective functional or code flaw during critique, and checking whether a studio brief's precedent set is stale relative to current construction and code practice. https://domainexperts.dev/roles/chemistry-teacher-postsecondary/ https://domainexperts.dev/roles/chemistry-teacher-postsecondary/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Postsecondary Chemistry Teacher — grading a lab report where the numeric result misses the "expected" value but the methodology is sound, distinguishing a conceptual misunderstanding from an arithmetic slip on a problem set, deciding how much procedural freedom to give students on an open-ended lab, or vetting whether a demo/lab procedure is safe to run in this specific room. https://domainexperts.dev/roles/geography-teacher-postsecondary/ https://domainexperts.dev/roles/geography-teacher-postsecondary/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Geography Teacher, Postsecondary — grading a GIS spatial-analysis project for methodology rather than map polish, catching a correlation-as-causation claim on a choropleth pairing, checking a dataset's currency and projection before it enters a lab, or designing a balanced lesson on a contested geopolitical topic. https://domainexperts.dev/roles/special-education-teacher-elementary/ https://domainexperts.dev/roles/special-education-teacher-elementary/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Special Education Teacher, Elementary School — distinguishing a specific learning disability from an instructional-gap/exposure problem using RTI data, setting pull-out versus inclusion minutes for a reading or math intervention, reading progress-monitoring data (CBM, oral reading fluency) to decide whether an intervention is working, or building the dual-discrepancy case for an SLD eligibility referral. https://domainexperts.dev/roles/special-education-teacher-kindergarten/ https://domainexperts.dev/roles/special-education-teacher-kindergarten/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Special Education Teacher, Kindergarten — writing a first formal IEP that bridges IFSP goals into academic-readiness targets, recommending an LRE placement for a newly-eligible 5-6 year old, distinguishing a skill deficit from a performance deficit in classroom behavior, or co-planning inclusion-model instruction with a general-education kindergarten teacher. https://domainexperts.dev/roles/special-education-teacher-middle-school/ https://domainexperts.dev/roles/special-education-teacher-middle-school/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Special Education Teacher, Middle School — verifying whether an IEP accommodation is actually being implemented across a student's five or six general-education classrooms, building a self-advocacy goal so a 12-14 year-old can name and request their own accommodations, sequencing 8th-grade course placement to protect a student's high-school track options, or distinguishing a genuine academic/behavioral regression from ordinary early-adolescent turbulence. https://domainexperts.dev/roles/special-education-teacher-preschool/ https://domainexperts.dev/roles/special-education-teacher-preschool/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Special Education Teacher, Preschool — distinguishing a genuine developmental delay from normal variation in a 3-5 year old, writing an IFSP-to-IEP transition goal as a developmental milestone rather than academic content, designing a caregiver-coached play-based intervention routine, or tracking progress against a child's own developmental trajectory instead of a fixed timeline. https://domainexperts.dev/roles/special-education-teacher-secondary/ https://domainexperts.dev/roles/special-education-teacher-secondary/ Wed, 15 Jul 2026 03:10:35 +0700 Use when a task needs the judgment of a Special Education Teacher, Secondary School — writing a legally sufficient transition IEP with measurable postsecondary goals, deciding a standard vs. alternate diploma track with a student nearing graduation, allocating remaining instructional hours between academic remediation and vocational skill-building, or converting IEP accommodations into a College Board/ACT accommodation request. https://domainexperts.dev/roles/business-teacher-postsecondary/ https://domainexperts.dev/roles/business-teacher-postsecondary/ Wed, 15 Jul 2026 03:09:15 +0700 Use when a task needs the judgment of a Business Teacher, Postsecondary — grading case analysis on the rigor of business reasoning rather than matching a single "correct" answer, updating stale textbook examples against current market conditions rather than teaching them as still-current, distinguishing taught analytical frameworks from personal business opinion presented as universal fact, and preserving the incomplete-information trade-offs of real business decisions rather than simplifying problems into false certainty. https://domainexperts.dev/roles/helper-production-worker/ https://domainexperts.dev/roles/helper-production-worker/ Wed, 15 Jul 2026 02:55:11 +0700 Use when a task needs the judgment of a Helper--Production Worker — knowing which tasks fall within a helper's authorized scope versus requiring the skilled operator's judgment, relaying an observed irregularity (noise, spill, material defect) accurately and promptly rather than filtering or minimizing it, following a specific instruction precisely rather than improvising based on incomplete process context, and maintaining constant awareness of moving equipment/hazard zones while moving between support tasks. https://domainexperts.dev/roles/stone-cutter-carver-manufacturing/ https://domainexperts.dev/roles/stone-cutter-carver-manufacturing/ Wed, 15 Jul 2026 02:53:22 +0700 Use when a task needs the judgment of a Stone Cutter and Carver (Manufacturing) — assessing each individual slab's fissures and veins before planning a cut rather than applying a generic cutting orientation, verifying an overhang or load-bearing stone element's cut thickness against the specific stone's engineering properties rather than visual impression, matching veining and color continuity across a multi-slab installation before cutting, and verifying coolant delivery serves both thermal crack prevention and blade protection. https://domainexperts.dev/roles/gem-diamond-worker/ https://domainexperts.dev/roles/gem-diamond-worker/ Wed, 15 Jul 2026 02:48:52 +0700 Use when a task needs the judgment of a Gem and Diamond Worker — mapping inclusions before finalizing a cutting plan rather than discovering them mid-process, making a deliberate yield-versus-clarity trade-off specific to a stone's actual inclusion pattern rather than defaulting to maximum carat weight, identifying crystal structure/grain direction before any irreversible cut, or grading clarity and color against standardized criteria rather than individual aesthetic impression. https://domainexperts.dev/roles/biofuels-processing-technician/ https://domainexperts.dev/roles/biofuels-processing-technician/ Wed, 15 Jul 2026 02:46:16 +0700 Use when a task needs the judgment of a Biofuels Processing Technician — adjusting catalyst dosing for transesterification based on actual measured feedstock free fatty acid content rather than a standard fixed dose, verifying conversion completeness via actual glyceride content testing rather than visual inspection, actively monitoring fermentation temperature and pH throughout the process rather than checking only at the end, and managing byproduct quality as a distinct economic consideration alongside primary fuel yield. https://domainexperts.dev/roles/hydroelectric-plant-technician/ https://domainexperts.dev/roles/hydroelectric-plant-technician/ Wed, 15 Jul 2026 02:43:45 +0700 Use when a task needs the judgment of a Hydroelectric Plant Technician — recalculating the turbine's cavitation-safe operating range as reservoir head changes rather than holding a fixed flow setpoint, treating mandated environmental/fish-passage flow as a hard constraint verified before optimizing generation, verifying governor tuning against actual frequency response rather than assuming correctness from steady-state generation, and scheduling runner inspection to catch cavitation damage that accumulates invisibly during normal operation. https://domainexperts.dev/roles/biomass-plant-technician/ https://domainexperts.dev/roles/biomass-plant-technician/ Wed, 15 Jul 2026 02:41:12 +0700 Use when a task needs the judgment of a Biomass Plant Technician — adjusting combustion parameters in response to actual measured fuel moisture content rather than a fixed setpoint, diagnosing a fuel feed interruption as mechanical bridging rather than a combustion issue, adjusting soot-blowing frequency to actual observed slagging conditions rather than a fixed calendar schedule, or monitoring emissions more actively given fuel batch variability rather than a "set and monitor occasionally" approach appropriate for consistent fossil fuel. https://domainexperts.dev/roles/milling-planing-machine-operator/ https://domainexperts.dev/roles/milling-planing-machine-operator/ Wed, 15 Jul 2026 02:38:34 +0700 Use when a task needs the judgment of a Milling and Planing Machine Setter, Operator, or Tender — selecting climb versus conventional milling based on the specific machine's backlash characteristics rather than a single default, verifying workholding can resist actual lateral cutting forces rather than just confirming static placement, using a multi-pass strategy for a deep pocket or slot rather than a single deep pass, and accounting for end mill deflection on a high length-to-diameter cutter. https://domainexperts.dev/roles/lathe-turning-machine-operator/ https://domainexperts.dev/roles/lathe-turning-machine-operator/ Wed, 15 Jul 2026 02:36:05 +0700 Use when a task needs the judgment of a Lathe and Turning Machine Tool Setter, Operator, or Tender — recalculating spindle RPM as workpiece diameter changes along a stepped part to maintain consistent surface speed, verifying workpiece chucking/centering runout as a separate error source from tool/program correctness, reducing cutting parameters or adding support for a long slender workpiece prone to chatter, or treating feed rate, tool nose radius, and cutting speed as an interacting combination that determines surface finish. https://domainexperts.dev/roles/garment-textile-presser/ https://domainexperts.dev/roles/garment-textile-presser/ Wed, 15 Jul 2026 02:33:20 +0700 Use when a task needs the judgment of a Presser, Textile, Garment, and Related Materials — confirming a garment's actual fiber content before setting press parameters rather than assuming from garment type, treating pressing as a specific heat/pressure/dwell window to hit rather than "press longer when in doubt," verifying garment positioning on the press form before applying heat since a heat-set defect is difficult to reverse, and testing an unfamiliar fabric on an inconspicuous area before committing to a full batch. https://domainexperts.dev/roles/textile-winding-twisting-machine-operator/ https://domainexperts.dev/roles/textile-winding-twisting-machine-operator/ Wed, 15 Jul 2026 02:30:32 +0700 Use when a task needs the judgment of a Textile Winding, Twisting, and Drawing Out Machine Setter, Operator, or Tender — verifying actual twist direction on singles yarn before plying rather than trusting package labels, checking relative tension consistency across parallel ends rather than each end's individual tension alone, inspecting package build for downstream unwinding behavior rather than just current-stage storage, or monitoring draw ratio consistency along a strand's length rather than only its target average. https://domainexperts.dev/roles/hand-sewer/ https://domainexperts.dev/roles/hand-sewer/ Wed, 15 Jul 2026 02:27:40 +0700 Use when a task needs the judgment of a Hand Sewer — selecting a stitch type matched to whether an application is invisible finishing, load-bearing, or both, maintaining consistent tension and spacing through deliberate technique since no machine enforces uniformity, matching needle and thread to fabric weight to avoid permanent visible holes, or applying specific reinforcement technique at a stress-concentration point rather than treating it as decorative. https://domainexperts.dev/roles/shoe-machine-operator/ https://domainexperts.dev/roles/shoe-machine-operator/ Wed, 15 Jul 2026 02:25:03 +0700 Use when a task needs the judgment of a Shoe Machine Operator/Tender — inspecting last/tooling condition before a production run since wear produces a batch-wide sizing defect rather than an isolated unit issue, verifying lasting tension against the specified range for the current material, sampling sole bond strength at intervals throughout a running batch rather than only visual inspection at completion, and limiting containment scope to the units produced since a defect's actual onset rather than the full batch. https://domainexperts.dev/roles/shoe-leather-worker-repairer/ https://domainexperts.dev/roles/shoe-leather-worker-repairer/ Wed, 15 Jul 2026 02:22:07 +0700 Use when a task needs the judgment of a Shoe and Leather Worker/Repairer — identifying a shoe's actual construction method before selecting a repair approach, diagnosing whether a visible symptom (a loose sole) is a downstream effect of a deeper structural failure (failed welt stitching) rather than a simple adhesive issue, treating leather stretching as bounded by the material's physical limit, or distinguishing structural damage from cosmetic damage when assessing repairability. https://domainexperts.dev/roles/food-cooking-machine-operator/ https://domainexperts.dev/roles/food-cooking-machine-operator/ Wed, 15 Jul 2026 02:19:01 +0700 Use when a task needs the judgment of a Food Cooking Machine Operator/Tender — verifying pathogen lethality at the product's actual coldest point rather than surface or chamber temperature, monitoring frying oil condition against specific degradation indicators rather than elapsed time or visual judgment, adjusting cook parameters for incoming batch variation rather than holding settings fixed, or treating food-safety lethality and sensory quality as separate verifications rather than inferring one from the other. https://domainexperts.dev/roles/slaughterer-meat-packer/ https://domainexperts.dev/roles/slaughterer-meat-packer/ Wed, 15 Jul 2026 02:16:05 +0700 Use when a task needs the judgment of a Slaughterer and Meat Packer — verifying stunning effectiveness per animal rather than trusting equipment operating normally, treating evisceration technique as the primary contamination control rather than relying on post-cut inspection, confirming actual carcass deep-tissue temperature within the required chilling window rather than chiller setpoint alone, or matching line speed to what inspection at each station can actually support. https://domainexperts.dev/roles/engine-machine-assembler/ https://domainexperts.dev/roles/engine-machine-assembler/ Wed, 15 Jul 2026 02:12:45 +0700 Use when a task needs the judgment of an Engine and Other Machine Assembler — following the specified multi-stage torque sequence for a multi-bolt joint rather than tightening bolts to final value in convenient order, measuring bearing clearance directly rather than confirming free rotation by hand, verifying critical clearances on the actual assembled stack-up rather than trusting individually-in-tolerance components, or testing sub-assemblies before final integration rather than only at final test. https://domainexperts.dev/roles/electrical-electronic-equipment-assembler/ https://domainexperts.dev/roles/electrical-electronic-equipment-assembler/ Wed, 15 Jul 2026 02:09:07 +0700 Use when a task needs the judgment of an Electrical and Electronic Equipment Assembler — inspecting a solder joint against the specific IPC/J-STD workmanship standard criteria rather than personal visual judgment, following ESD precautions for every component handled since damage is invisible at the time it occurs, verifying a crimped connection with a pull test rather than visual inspection alone, or treating a single suspected cold joint as a potential complete failure point rather than a minor defect. https://domainexperts.dev/roles/electromechanical-equipment-assembler/ https://domainexperts.dev/roles/electromechanical-equipment-assembler/ Wed, 15 Jul 2026 02:06:15 +0700 Use when a task needs the judgment of an Electromechanical Equipment Assembler — verifying shaft/coupling alignment directly rather than trusting an initial functional test that only confirms the device runs, applying fastener torque to spec with a calibrated tool rather than by feel, routing wire to account for the equipment's full range of motion rather than its static assembled position, or distinguishing electrical from mechanical root cause when a device malfunctions. https://domainexperts.dev/roles/coil-winder-taper-finisher/ https://domainexperts.dev/roles/coil-winder-taper-finisher/ Wed, 15 Jul 2026 02:03:01 +0700 Use when a task needs the judgment of a Coil Winder, Taper, or Finisher — cross-checking a mechanical turn counter against an independent method rather than trusting it blindly, maintaining wire tension within a specified range rather than by feel, avoiding wire handling that risks invisible insulation damage, or performing post-winding electrical testing rather than relying on visual/mechanical inspection alone. https://domainexperts.dev/roles/timing-device-assembler-adjuster/ https://domainexperts.dev/roles/timing-device-assembler-adjuster/ Wed, 15 Jul 2026 02:00:18 +0700 Use when a task needs the judgment of a Timing Device Assembler and Adjuster — verifying rate accuracy across multiple positions and temperatures rather than a single bench-test condition, applying component-specific lubrication rather than a generalized approach, treating cleanliness as a functional requirement equivalent to dimensional tolerance, or catching an assembly issue at an intermediate checkpoint rather than only at final test. https://domainexperts.dev/roles/tool-grinder-sharpener/ https://domainexperts.dev/roles/tool-grinder-sharpener/ Wed, 15 Jul 2026 01:57:30 +0700 Use when a task needs the judgment of a Tool Grinder, Filer, or Sharpener — reading a wear pattern as diagnostic information about its underlying cause before regrinding, verifying restored relief/rake angle geometry against the tool's original specification rather than just producing a sharp-looking edge, calculating regrind depth to clear subsurface damage rather than the visible edge alone, or managing heat during grinding since the tool itself is the workpiece whose hardness is at stake. https://domainexperts.dev/roles/metal-plastic-patternmaker/ https://domainexperts.dev/roles/metal-plastic-patternmaker/ Wed, 15 Jul 2026 01:54:40 +0700 Use when a task needs the judgment of a Patternmaker, Metal and Plastic — recognizing that CNC machining precision doesn't exempt a pattern from metal-specific shrinkage allowance, matching pattern material/construction durability to actual production volume, verifying multiple patterns on a matchplate are dimensionally coordinated with each other, or confirming a pattern's draft and parting line suit an automated molding machine's specific pulling mechanism. https://domainexperts.dev/roles/metal-plastic-model-maker/ https://domainexperts.dev/roles/metal-plastic-model-maker/ Wed, 15 Jul 2026 01:51:47 +0700 Use when a task needs the judgment of a Model Maker, Metal and Plastic — checking whether a machined or hand-fabricated prototype's features are actually achievable by the intended production process before it's used to validate a design, directly verifying critical dimensions on a one-off piece rather than trusting assumed fabrication capability, being explicit about whether a substitute-material prototype validates form/fit versus function, or tracking which design revision a reworked model's features actually reflect. https://domainexperts.dev/roles/wood-model-maker/ https://domainexperts.dev/roles/wood-model-maker/ Wed, 15 Jul 2026 01:47:38 +0700 Use when a task needs the judgment of a Wood Model Maker — calculating each scaled dimension directly from the original full-scale source rather than chaining from a previously cut model feature, recognizing that small model-scale errors project to large full-scale errors, testing whether a candidate material actually reads correctly at model scale and viewing distance, or matching construction robustness to a model's actual anticipated handling and lifespan. https://domainexperts.dev/roles/wood-patternmaker/ https://domainexperts.dev/roles/wood-patternmaker/ Wed, 15 Jul 2026 01:43:37 +0700 Use when a task needs the judgment of a Wood Patternmaker — applying the correct metal-specific shrink rule to pattern dimensions rather than building to the final part's target size, designing draft angle into every withdrawn surface, positioning a parting line considering draft and core placement together, or sizing a core print to match the actual core's weight and pour dynamics. https://domainexperts.dev/roles/wood-sawing-machine-operator/ https://domainexperts.dev/roles/wood-sawing-machine-operator/ Wed, 15 Jul 2026 01:41:07 +0700 Use when a task needs the judgment of a Sawing Machine Setter, Operator, or Tender (wood) — planning a cut sequence to route around a defect even at a yield cost for a structural part, verifying band saw blade tension/tracking before a precision cut, matching blade type to rip versus crosscut operations, or refusing to bypass a riving knife or anti-kickback device for a cut that seems easier without it. https://domainexperts.dev/roles/woodworking-machine-operator/ https://domainexperts.dev/roles/woodworking-machine-operator/ Wed, 15 Jul 2026 01:37:50 +0700 Use when a task needs the judgment of a Woodworking Machine Setter, Operator, or Tender (routers, shapers, planers, jointers, sanders) — diagnosing whether burning mid-run traces to cutter dulling rather than feed rate, calculating chip load instead of assuming slower feed always improves finish, adjusting feed direction at a grain reversal point, or attributing a warped finished part to moisture equilibration rather than a machining error. https://domainexperts.dev/roles/metal-pourer-caster/ https://domainexperts.dev/roles/metal-pourer-caster/ Wed, 15 Jul 2026 01:34:12 +0700 Use when a task needs the judgment of a Metal Pourer/Caster — tracking melt treatment fade time separately from pour temperature, verifying ladle/tool dryness before any contact with molten metal, matching pour rate to a specific mold/gating design rather than a generic pace, or inspecting ladle refractory condition before each use rather than assuming prior successful use confirms current adequacy. https://domainexperts.dev/roles/welding-soldering-brazing-machine-operator/ https://domainexperts.dev/roles/welding-soldering-brazing-machine-operator/ Wed, 15 Jul 2026 01:30:18 +0700 Use when a task needs the judgment of a Welding, Soldering, or Brazing Machine Setter, Operator, or Tender — tracking electrode tip wear against a weld-count schedule rather than visual inspection alone, verifying part fit-up before an automated weld cycle since the machine won't detect misalignment, requiring destructive/non-destructive weld testing rather than trusting visual surface appearance, or re-qualifying a weld schedule for a changed material thickness or stack-up. https://domainexperts.dev/roles/rolling-machine-operator/ https://domainexperts.dev/roles/rolling-machine-operator/ Wed, 15 Jul 2026 01:25:32 +0700 Use when a task needs the judgment of a Rolling Machine Setter, Operator, or Tender — tracking cumulative reduction across multiple cold-rolling passes to schedule an intermediate anneal before edge cracking occurs, verifying roll crown compensation for the current width/reduction combination rather than assuming a prior setup transfers, measuring output thickness at multiple points across width, or coordinating inter-stand speed changes in a multi-stand mill. https://domainexperts.dev/roles/forging-machine-operator/ https://domainexperts.dev/roles/forging-machine-operator/ Wed, 15 Jul 2026 01:22:12 +0700 Use when a task needs the judgment of a Forging Machine Setter, Operator, or Tender — verifying actual billet temperature at the point of forging rather than trusting furnace setpoint, diagnosing whether a localized underfill traces to press energy versus bulk temperature, evaluating whether a finish-machining plan preserves grain flow at a critical surface, or catching die wear drift through part measurement rather than visual die inspection. https://domainexperts.dev/roles/drilling-boring-machine-operator/ https://domainexperts.dev/roles/drilling-boring-machine-operator/ Wed, 15 Jul 2026 01:19:29 +0700 Use when a task needs the judgment of a Drilling and Boring Machine Tool Setter, Operator, or Tender — deciding whether a hole's depth-to-diameter ratio requires peck drilling, establishing a straight hole start before wander compounds, reducing cutting parameters for a long-reach boring setup versus a short-reach one, or diagnosing whether a dimensional drift traces to tool wear rather than assuming the tool still looks sharp. https://domainexperts.dev/roles/paper-goods-machine-operator/ https://domainexperts.dev/roles/paper-goods-machine-operator/ Wed, 15 Jul 2026 01:16:19 +0700 Use when a task needs the judgment of a Paper Goods Machine Setter, Operator, or Tender — diagnosing fold-line cracking as a moisture issue rather than a blade/tool problem, verifying adhesive bond strength rather than just visual glue presence, adjusting web tension as roll diameter changes during a run, or re-verifying quality after a converting speed increase. https://domainexperts.dev/roles/ceramic-molder-shaper-caster/ https://domainexperts.dev/roles/ceramic-molder-shaper-caster/ Wed, 15 Jul 2026 01:12:08 +0700 Use when a task needs the judgment of a Molder, Shaper, or Caster (ceramics, concrete, and similar non-metal, non-plastic materials) — calculating mold/pattern dimensions from a material's actual characterized shrinkage rate, deciding whether a demolding decision should follow a fixed time or a material readiness signal, controlling drying/curing rate to avoid cracking on uneven-thickness parts, or verifying mold dimensional accuracy after extended use. https://domainexperts.dev/roles/painting-coating-decorating-worker/ https://domainexperts.dev/roles/painting-coating-decorating-worker/ Wed, 15 Jul 2026 01:09:23 +0700 Use when a task needs the judgment of a Painting, Coating, and Decorating Worker — verifying wet film thickness at multiple points rather than a single visual check, adjusting flash/recoat time for off-spec ambient temperature and humidity, comparing decorative consistency against a fixed reference sample rather than the previous unit, or diagnosing a coating defect against technique, thickness, timing, and environmental causes separately. https://domainexperts.dev/roles/hand-grinding-polishing-worker/ https://domainexperts.dev/roles/hand-grinding-polishing-worker/ Wed, 15 Jul 2026 01:06:01 +0700 Use when a task needs the judgment of a Hand Grinding and Polishing Worker — deciding whether sustained grinding contact on hardened material risks invisible temper drawing, following an abrasive grit progression without skipping stages, checking dimensions frequently on a tight-tolerance part during hand-finishing, or dedicating grinding media to a specific metal type to prevent cross-contamination corrosion. https://domainexperts.dev/roles/extruding-forming-machine-operator/ https://domainexperts.dev/roles/extruding-forming-machine-operator/ Wed, 15 Jul 2026 01:02:48 +0700 Use when a task needs the judgment of an Extruding, Forming, Pressing, or Compacting Machine Setter, Operator, or Tender — accounting for die swell and draw-down when setting die dimensions for a target part size, evaluating whether a takeoff speed change affects wall thickness through draw-down ratio even when outer diameter stays in spec, deciding whether melt temperature/residence time risks material degradation, or diagnosing a gradually developing dimensional issue versus a start-up setup error. https://domainexperts.dev/roles/hand-cutter-trimmer/ https://domainexperts.dev/roles/hand-cutter-trimmer/ Wed, 15 Jul 2026 01:00:21 +0700 Use when a task needs the judgment of a Hand Cutter and Trimmer — nesting pattern pieces to respect grain direction and avoid natural material defects rather than maximizing yield alone, verifying a cutting template's accuracy against the master pattern, deciding when blade sharpness has degraded enough to affect dimensional accuracy, or measuring a stretch/bias-cut piece after it relaxes rather than while under handling tension. https://domainexperts.dev/roles/metal-pickling-equipment-operator/ https://domainexperts.dev/roles/metal-pickling-equipment-operator/ Wed, 15 Jul 2026 00:57:57 +0700 Use when a task needs the judgment of a Cleaning, Washing, and Metal Pickling Equipment Operator/Tender — deciding whether a delayed post-pickling bake for hydrogen embrittlement-susceptible material requires disposition beyond just completing the bake, verifying acid bath concentration rather than assuming it matches original makeup, confirming rinse effectiveness beyond visual appearance, or evaluating whether extended pickling time risks base metal attack. https://domainexperts.dev/roles/punch-press-operator/ https://domainexperts.dev/roles/punch-press-operator/ Wed, 15 Jul 2026 00:53:48 +0700 Use when a task needs the judgment of a Cutting, Punching, or Press Machine Setter, Operator, or Tender — diagnosing whether a progressive die's misalignment traces to feed pitch drift versus tool wear at a specific station, verifying die clearance and press tonnage against the current material rather than a prior job's settings, responding to a die protection sensor alarm, or handling any task requiring hand access near the point of operation. https://domainexperts.dev/roles/molding-casting-machine-operator/ https://domainexperts.dev/roles/molding-casting-machine-operator/ Wed, 15 Jul 2026 00:51:00 +0700 Use when a task needs the judgment of a Molding, Coremaking, or Casting Machine Setter, Operator, or Tender — diagnosing intermittent porosity or a quality defect when machine-displayed parameters read within spec, deciding whether a persistent same-location defect points to a tooling issue versus a process parameter, evaluating a cooling-time reduction against dimensional stability, or adjusting a setting to fix a short shot without reintroducing flash. https://domainexperts.dev/roles/furnace-kiln-oven-operator/ https://domainexperts.dev/roles/furnace-kiln-oven-operator/ Wed, 15 Jul 2026 00:48:03 +0700 Use when a task needs the judgment of a Furnace, Kiln, Oven, Drier, or Kettle Operator/Tender — deciding whether soak time should be measured from the control sensor or from the load's slowest-heating point, validating temperature uniformity for a changed load configuration before trusting a single sensor, verifying actual atmosphere composition rather than just gas flow, or controlling heating/cooling ramp rate to prevent thermal shock. https://domainexperts.dev/roles/sewing-machine-operator/ https://domainexperts.dev/roles/sewing-machine-operator/ Wed, 15 Jul 2026 00:43:44 +0700 Use when a task needs the judgment of a Sewing Machine Operator — diagnosing a stitch quality issue by checking bobbin tension relative to top tension, selecting needle type and seam construction matched to a fabric's actual weight and stretch behavior, deciding whether a higher stitch density improves or weakens a seam on lightweight fabric, or verifying a seam's stretch performance before committing to full bundle production. https://domainexperts.dev/roles/metal-layout-worker/ https://domainexperts.dev/roles/metal-layout-worker/ Wed, 15 Jul 2026 00:40:45 +0700 Use when a task needs the judgment of a Layout Worker, Metal and Plastic — deciding whether to measure a feature directly from the established datum versus chaining from a previously marked feature, applying machining stock allowance to a layout dimension, selecting a datum that matches a part's functional reference, or diagnosing why a layout error compounded across multiple marked features. https://domainexperts.dev/roles/multiple-machine-tool-operator/ https://domainexperts.dev/roles/multiple-machine-tool-operator/ Wed, 15 Jul 2026 00:37:33 +0700 Use when a task needs the judgment of a Multiple Machine Tool Setter, Operator, or Tender — sequencing attention across several simultaneously running machines by actual need rather than fixed rotation, triaging which machine to address first when multiple signal at once, scheduling a setup/changeover to minimize exposure on the other machines being tended, or recalculating a visiting pattern after a workload change. https://domainexperts.dev/roles/fiberglass-laminator/ https://domainexperts.dev/roles/fiberglass-laminator/ Wed, 15 Jul 2026 00:25:06 +0700 Use when a task needs the judgment of a Fiberglass Laminator/Fabricator — adjusting catalyst ratio for ambient temperature to protect working time on a layup, deciding whether a laminate is resin-rich or properly wetted out, following a specified ply orientation schedule versus a more material-efficient alternative, or evaluating whether a trapped-air or dry-spot defect requires scrapping a part versus a surface repair. https://domainexperts.dev/roles/team-assembler/ https://domainexperts.dev/roles/team-assembler/ Wed, 15 Jul 2026 00:20:42 +0700 Use when a task needs the judgment of a Team Assembler — deciding whether to report a takt time imbalance rather than compensate individually, evaluating whether to pull andon/stop-the-line for a suspected defect versus a normal acceptable variation, recognizing when a step skipped to keep pace has created a latent quality exposure, or flagging an upstream station's output that looks different from the normal pattern. https://domainexperts.dev/roles/production-first-line-supervisor/ https://domainexperts.dev/roles/production-first-line-supervisor/ Wed, 15 Jul 2026 00:17:21 +0700 Use when a task needs the judgment of a First-Line Supervisor of Production and Operating Workers — deciding whether a quality or safety signal justifies pausing production despite being behind schedule, determining what belongs in a shift handoff versus what the incoming supervisor can discover independently, calibrating when to escalate an issue versus resolve it at line level, or addressing a compliance shortcut before it causes a visible problem. https://domainexperts.dev/roles/quality-inspector-tester/ https://domainexperts.dev/roles/quality-inspector-tester/ Wed, 15 Jul 2026 00:14:24 +0700 Use when a task needs the judgment of a Quality Inspector, Tester, Sorter, or Weigher — classifying a defect's severity (critical/major/minor) and determining whether it overrides a lot's overall AQL sampling result, deciding whether a measurement system's gauge R&R is reliable enough to trust a borderline pass/fail call, or determining whether a disposition decision falls within your authority or needs escalation. https://domainexperts.dev/roles/cnc-tool-operator/ https://domainexperts.dev/roles/cnc-tool-operator/ Wed, 15 Jul 2026 00:11:47 +0700 Use when a task needs the judgment of a CNC Tool Operator — diagnosing a dimension trending toward its tolerance limit across consecutive parts before it actually crosses, deciding whether to apply a tool wear offset or flag the tool for replacement, evaluating whether a failed part traces to work-holding repeatability versus a program or tool issue, or verifying a setup change with a first-article inspection before running production quantity. https://domainexperts.dev/roles/chemical-equipment-operator/ https://domainexperts.dev/roles/chemical-equipment-operator/ Wed, 15 Jul 2026 00:08:22 +0700 Use when a task needs the judgment of a Chemical Equipment Operator/Tender — deciding whether to continue or stop a reagent addition when reactor temperature exceeds its expected range, evaluating a batch record deviation's actual chemical consequence before release, following lockout/tagout before servicing equipment that processed a hazardous chemical, or verifying secondary containment readiness. https://domainexperts.dev/roles/refinery-operator/ https://domainexperts.dev/roles/refinery-operator/ Wed, 15 Jul 2026 00:05:41 +0700 Use when a task needs the judgment of a Petroleum Pump System Operator, Refinery Operator, or Gauger — diagnosing a product quality failure when every individual temperature and pressure reading looks within range, investigating a relief valve lift's upstream cause, applying temperature/API gravity correction to a tank gauge reading for custody transfer, or deciding how to treat a deviation during startup versus steady-state operation. https://domainexperts.dev/roles/gas-plant-operator/ https://domainexperts.dev/roles/gas-plant-operator/ Wed, 15 Jul 2026 00:02:59 +0700 Use when a task needs the judgment of a Gas Plant Operator — diagnosing whether a pressure drop and flow increase on a distribution section indicates a leak versus a demand change, verifying odorant concentration accounts for odor fade across a distribution system, deciding how much safety margin to hold below Maximum Allowable Operating Pressure (MAOP), or evaluating a proposed deviation from a Process Safety Management (PSM)-covered procedure. https://domainexperts.dev/roles/textile-knitting-weaving-machine-operator/ https://domainexperts.dev/roles/textile-knitting-weaving-machine-operator/ Tue, 14 Jul 2026 23:58:48 +0700 Use when a task needs the judgment of a Textile Knitting/Weaving Machine Setter, Operator, or Tender — diagnosing whether a fabric defect traces to a single outlier warp end/needle or a whole-machine tension issue, classifying a repeating versus random defect pattern to direct troubleshooting, verifying a new pattern/gauge setup before committing a full run, or tracking yarn break frequency to catch a developing mechanical problem. https://domainexperts.dev/roles/laundry-drycleaning-worker/ https://domainexperts.dev/roles/laundry-drycleaning-worker/ Tue, 14 Jul 2026 23:55:53 +0700 Use when a task needs the judgment of a Laundry and Dry-Cleaning Worker — sequencing treatment for multiple stains of different chemistry on the same garment, deciding whether a care label's instructions are sufficient given the item's actual fiber blend and trims, running a colorfastness spot test before full processing, or documenting existing garment damage before it enters processing. https://domainexperts.dev/roles/food-batchmaker/ https://domainexperts.dev/roles/food-batchmaker/ Tue, 14 Jul 2026 23:52:32 +0700 Use when a task needs the judgment of a Food Batchmaker — scaling a formulation from pilot to production batch size, diagnosing why a scaled-up batch behaves differently than the pilot despite correctly scaled ingredient ratios, deciding whether a mixing deviation traces to the formulation or the equipment, verifying a product's actual shelf-stability indicator, or sequencing an allergen-containing batch on shared equipment. https://domainexperts.dev/roles/meat-poultry-fish-cutter-trimmer/ https://domainexperts.dev/roles/meat-poultry-fish-cutter-trimmer/ Tue, 14 Jul 2026 23:48:46 +0700 Use when a task needs the judgment of a Meat, Poultry, and Fish Cutter/Trimmer — diagnosing why a batch fell short of its yield specification, deciding whether a temperature reading at a critical control point requires the HACCP plan's documented corrective action, evaluating a metal-detector or X-ray reject before resuming the line, or maintaining raw/ready-to-eat and allergen equipment segregation under changeover time pressure. https://domainexperts.dev/roles/print-binding-finishing-worker/ https://domainexperts.dev/roles/print-binding-finishing-worker/ Tue, 14 Jul 2026 23:45:21 +0700 Use when a task needs the judgment of a Print Binding and Finishing Worker — deciding whether a fold will crack against paper grain, calculating saddle-stitch creep/shingling compensation for a booklet's page count, verifying a perfect-bind glue formulation matches the stock type, or catching a mid-run collating error before a full print run ships. https://domainexperts.dev/roles/prepress-technician/ https://domainexperts.dev/roles/prepress-technician/ Tue, 14 Jul 2026 23:28:23 +0700 Use when a task needs the judgment of a Prepress Technician — running a preflight check on a client-supplied print file, deciding whether a color shift traces to the wrong ICC profile or an uncompensated dot-gain curve, evaluating whether an image's resolution or a design's bleed margin will survive trimming and printing, or deciding whether a late file change requires a new contract proof. https://domainexperts.dev/roles/semiconductor-processing-technician/ https://domainexperts.dev/roles/semiconductor-processing-technician/ Tue, 14 Jul 2026 23:24:58 +0700 Use when a task needs the judgment of a Semiconductor Processing Technician — deciding whether an in-spec metrology reading is actually a Western Electric SPC out-of-control signal, diagnosing whether a defect pattern is tool-linked or material-linked, evaluating whether a recipe change stays inside the qualified process window, or triaging a lot hold before an irreversible process step. https://domainexperts.dev/roles/aircraft-structure-assembler/ https://domainexperts.dev/roles/aircraft-structure-assembler/ Tue, 14 Jul 2026 23:20:47 +0700 Use when a task needs the judgment of an Aircraft Structure, Surfaces, Rigging, and Systems Assembler — deciding whether an out-of-tolerance hole or fastener needs a nonconformance report versus a field fix, verifying torque and calibration status before a fastener installation, diagnosing a FOD (foreign object debris) risk before closing a structure, or reading a drawing callout against a conflicting work instruction. https://domainexperts.dev/roles/power-distributor-dispatcher/ https://domainexperts.dev/roles/power-distributor-dispatcher/ Tue, 14 Jul 2026 23:17:37 +0700 Use when a task needs the judgment of a Power Distributor and Dispatcher — diagnosing a frequency or Area Control Error (ACE) deviation after a generation trip, deciding the escalation order from economic redispatch through emergency load shed, verifying N-1 contingency reserve is restored after an event, or distinguishing a real-power (frequency) problem from a reactive-power (voltage) problem. https://domainexperts.dev/roles/water-wastewater-treatment-operator/ https://domainexperts.dev/roles/water-wastewater-treatment-operator/ Tue, 14 Jul 2026 23:12:21 +0700 Use when a task needs the judgment of a Water and Wastewater Treatment Plant Operator — diagnosing a rising effluent BOD/turbidity trend before it breaches an NPDES or SDWA limit, deciding how to respond to a SCADA alarm, calculating chlorine CT value or F:M ratio to correct a process, or triaging a storm-driven hydraulic overload. https://domainexperts.dev/roles/blaster/ https://domainexperts.dev/roles/blaster/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a licensed blaster-in-charge — designing a bench or trench blast pattern, checking a shot against vibration/flyrock regulatory limits, sequencing detonator delays, handling a misfire, or reviewing explosives magazine storage and transport compliance. https://domainexperts.dev/roles/carpenter-helper/ https://domainexperts.dev/roles/carpenter-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a carpenter's helper — cutting and staging lumber to a carpenter's layout marks, assembling and standing framed wall panels, running a material take-off and waste calculation for a framing package, or recognizing when a jobsite condition (a missing guardrail component, a nail-gun trigger setting, a header that doesn't match the plan) is a stop rather than a workaround. https://domainexperts.dev/roles/carpet-installer/ https://domainexperts.dev/roles/carpet-installer/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a carpet installer — testing a slab for moisture before glue-down, laying out seam and pattern-match placement for a room wider than the goods roll, deciding stretch-in vs direct-glue method, diagnosing a wrinkled or peaking installation, or pricing a moisture-mitigation or re-stretch change order. https://domainexperts.dev/roles/continuous-mining-machine-operator/ https://domainexperts.dev/roles/continuous-mining-machine-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Continuous Mining Machine Operator in underground coal — reading a methane monitor trend and deciding whether to de-energize, judging whether cumulative unbolted advance has hit the roof control plan's cut-depth limit, deciding whether a permissibility defect requires immediate shutdown in a gassy heading, diagnosing whether a shift's production shortfall traces to cutting rate or shuttle-car haulage, or deciding whether a "drummy" roof sound stops the cut. https://domainexperts.dev/roles/derrick-operator/ https://domainexperts.dev/roles/derrick-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Derrick Operator (derrickhand) — running the monkeyboard during a pipe trip, reading trip-tank volume against calculated displacement for a swab or kick signature, calculating a barite weight-up in sacks, deciding whether a volume anomaly warrants stopping the trip for a flow check, or running the mud circulating system (shakers, desander, degasser) between trips. https://domainexperts.dev/roles/dragline-operator/ https://domainexperts.dev/roles/dragline-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Dragline and Excavating/Loading Machine Operator in surface mining — converting a rated bucket capacity into bank cubic yards moved per shift, deciding whether a swing angle or spoil-placement plan needs to be flagged to pit engineering, matching loading pass count and payload to a haul truck's rated capacity, checking ground bearing conditions before walking or tracking a machine onto fill or spoil, or reading a berm/highwall condition against MSHA thresholds. https://domainexperts.dev/roles/driller/ https://domainexperts.dev/roles/driller/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a rotary drill operator (driller) — diagnosing a drilling break or kick warning sign, running well-control shut-in and kill-mud-weight calculations, setting trip margin and swab/surge limits before pulling out of hole, optimizing weight-on-bit and RPM against mechanical specific energy, or reviewing a rig-floor near-miss. https://domainexperts.dev/roles/electrician-helper/ https://domainexperts.dev/roles/electrician-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of an electrician's helper — running the NEC box-fill or conduit-fill calculation for a rough-in before wire gets pulled, bending conduit and pulling wire without exceeding practical bend/tension limits, running a non-contact continuity or polarity check at trim-out, or recognizing when a jobsite finding (reversed polarity, an undersized box, an unlabeled abandoned circuit) is a stop rather than a workaround. https://domainexperts.dev/roles/energy-auditor/ https://domainexperts.dev/roles/energy-auditor/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of an Energy Auditor — running a blower-door/duct-leakage diagnostic sequence on a home or light-commercial building, testing combustion appliances for worst-case backdraft risk before recommending air sealing, reconciling utility billing history against walkthrough findings, ranking retrofit measures by savings-to-investment ratio (SIR) for a weatherization or utility rebate program, or writing the prioritized scope of work an install crew executes without the auditor on site. Distinct from an energy-engineer (industrial/commercial capital planning, IPMVP measurement and verification, calibrated simulation) — this role owns the field diagnostics and the residential/light-commercial audit-to-scope handoff. https://domainexperts.dev/roles/extraction-helper/ https://domainexperts.dev/roles/extraction-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a drilling-rig floorhand or quarry/mine extraction helper — racking and tallying drill pipe on a trip, staging tools and reading hand signals on the rig floor or at a blast site, verifying gas-monitor and PPE status before a task starts, or deciding whether a task is inside the helper's trained/certified scope versus must wait for the derrickhand, driller, or shot firer. https://domainexperts.dev/roles/finish-trades-helper/ https://domainexperts.dev/roles/finish-trades-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a painting/paperhanging/plastering helper — mixing scratch or brown coat stucco to a plasterer's trowel pace, building lead-safe (EPA RRP) containment before a painter scrapes a pre-1978 surface, staging paste and pattern-matched drops for a paperhanger, boxing and loading paint for a sprayer, or writing an end-of-day material and containment handoff. https://domainexperts.dev/roles/floor-sander-finisher/ https://domainexperts.dev/roles/floor-sander-finisher/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Floor Sander and Finisher — diagnosing a cupped or crowned hardwood floor before sanding, planning a drum-and-edger grit progression for a full refinish, choosing and scheduling coats for an oil-modified vs waterborne finish, or deciding whether a worn floor qualifies for a screen-and-recoat instead of a full sand. https://domainexperts.dev/roles/highway-maintenance-worker/ https://domainexperts.dev/roles/highway-maintenance-worker/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a highway maintenance worker — choosing cold-mix versus hot-mix pothole patch material by pavement temperature, setting up a MUTCD-compliant lane-closure work zone with taper length and device spacing, selecting snow-and-ice control chemical and application rate by pavement temperature, or deciding whether a damaged guardrail section can be reinstalled as-is or needs a stiffened repair. https://domainexperts.dev/roles/insulation-installer/ https://domainexperts.dev/roles/insulation-installer/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of an insulation installer — sizing and sequencing an attic, wall, or floor insulation job to a climate zone's code-required R-value, choosing between fiberglass batt, blown cellulose, or open-/closed-cell spray foam for a cavity, deciding whether exposed foam needs a thermal barrier, or diagnosing an ice-dam, moisture, or failed blower-door result against the installed assembly. https://domainexperts.dev/roles/masonry-helper/ https://domainexperts.dev/roles/masonry-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a masonry helper — mixing and batching mortar to a mason's laying pace, staging and cutting brick/block/stone to spec, tending scaffolding and wall bracing on a live wall, or writing an end-of-day material and safety handoff. https://domainexperts.dev/roles/mechanical-insulator/ https://domainexperts.dev/roles/mechanical-insulator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Mechanical Insulator — specifying pipe, duct, or equipment insulation thickness and material by governing case (thermal efficiency, condensation control, personnel protection, or fire-stop), detailing supports/penetrations/fittings on below-ambient systems to prevent corrosion under insulation, evaluating whether existing pipe/boiler insulation must be handled as asbestos-containing, or writing an insulation takeoff and field inspection punch list. https://domainexperts.dev/roles/paperhanger/ https://domainexperts.dev/roles/paperhanger/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a paperhanger/wallcovering installer — calculating roll quantity and waste against a pattern repeat, diagnosing a seam or bubbling failure after hanging, choosing paste and primer for a specific substrate and wallcovering type, sequencing corners and pattern match on an out-of-plumb wall, or pricing a job that includes wall prep the client didn't anticipate. https://domainexperts.dev/roles/paving-equipment-operator/ https://domainexperts.dev/roles/paving-equipment-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Paving Equipment Operator — establishing or troubleshooting an asphalt roller pattern against a test strip, diagnosing thermal or aggregate segregation behind the screed, sequencing breakdown/intermediate/finish rolling against the compaction temperature window, building a longitudinal or transverse joint, or setting lift thickness and compaction targets for trench backfill and subgrade with a plate compactor or roller. https://domainexperts.dev/roles/pile-driver-operator/ https://domainexperts.dev/roles/pile-driver-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Pile Driver Operator — reading a blow count against a wave-equation bearing graph to decide accept/drive-deeper/stop-and-flag, diagnosing premature refusal as obstruction versus true bearing, sequencing a pile group to control heave and driving-induced ground movement, deciding restrike timing to capture soil setup or relaxation, or selecting a hammer/cushion combination for a driving-stress limit on steel, concrete, or timber piles. https://domainexperts.dev/roles/pipe-trades-helper/ https://domainexperts.dev/roles/pipe-trades-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a pipe trades helper — tending an open trench and its protective system while a pipelayer, plumber, or pipefitter sets grade, checking a grade-rod reading against a cut sheet before pipe goes in, prepping and threading/soldering pipe ends to a fitter's cut list, staging bedding and backfill material in compacted lifts, or writing an end-of-day grade and safety handoff. https://domainexperts.dev/roles/quarry-rock-splitter/ https://domainexperts.dev/roles/quarry-rock-splitter/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Quarry Rock Splitter — reading grain/rift/hard-way direction to lay out a split line, choosing plug-and-feather vs jackhammer channel vs mechanized (wire saw, chop saw, hydraulic splitter) splitting method, spacing a plug-and-feather hole line for a given rock type, sounding a face for seams before committing a cut, or deciding whether a block spec should be revised to avoid a hard-way hand split. https://domainexperts.dev/roles/resilient-floor-installer/ https://domainexperts.dev/roles/resilient-floor-installer/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a resilient floor installer — testing a slab for moisture, pH, and flatness before glue-down, determining whether old resilient flooring or mastic is asbestos-containing and choosing removal vs encapsulation, planning a sheet-vinyl seam or heat-weld layout, or sequencing a floating LVT/LVP installation with expansion joints. https://domainexperts.dev/roles/roof-bolter/ https://domainexperts.dev/roles/roof-bolter/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Roof Bolter — reading a roof control plan's bolt pattern and length against measured CMRR conditions, interpreting a pull test or sounding result against the plan's anchorage assumption, selecting resin by gel/spin time for ambient temperature, deciding whether a ground condition requires a plan deviation before advancing, or sequencing an ATRS cycle within its setback limit. https://domainexperts.dev/roles/roofer-helper/ https://domainexperts.dev/roles/roofer-helper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a roofer's helper — tearing off old roofing without exceeding a dumpster's weight rating, setting up ladders and roof jacks before the crew loads material, staging shingle bundles on a roof deck without point-loading it, recognizing pre-1980 tear-off material as presumed asbestos-containing until tested, running the fall-protection and heat-stress checks that don't stop once at shift start, or writing an end-of-day tear-off and stop-work log. https://domainexperts.dev/roles/roustabout/ https://domainexperts.dev/roles/roustabout/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of an oilfield roustabout — testing atmosphere before entering a below-grade cellar or valve pit, deciding whether it's safe to manually gauge a tank at an open thief hatch, sizing a trench protective system before digging a flowline ditch, sequencing a rig-up/rig-down with pinch-point and line-of-fire controls, or reviewing a wellsite near-miss for confined-space or lockout gaps. https://domainexperts.dev/roles/segmental-paver-installer/ https://domainexperts.dev/roles/segmental-paver-installer/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a segmental paver installer — designing base and bedding depth for a driveway or patio, taking off paver/base/sand quantities, sequencing excavation through compaction and joint sanding, or diagnosing a settled or heaving paved surface. https://domainexperts.dev/roles/septic-sewer-technician/ https://domainexperts.dev/roles/septic-sewer-technician/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Septic and Sewer Service Technician — deciding whether a septic tank needs pumping now from sludge/scum measurements, diagnosing a recurring sewer-line backup with a camera before re-snaking it again, selecting hydro-jetter nozzle and pressure for a mainline blockage, or telling a full tank apart from a failing drainfield. https://domainexperts.dev/roles/solar-installation-manager/ https://domainexperts.dev/roles/solar-installation-manager/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Solar Energy Installation Manager running a contractor's install operations — reallocating crews when a job's permit or interconnection status isn't ready for its scheduled install day, classifying an inspection-failure fix against the correct budget line, tracking a jurisdiction's actual permit/interconnection timeline against what customers were quoted, reconciling installed cost-per-watt against budget on a closed job, or deciding whether a system qualifies for automated (SolarAPP+-style) permitting versus manual plan review. https://domainexperts.dev/roles/solar-thermal-installer/ https://domainexperts.dev/roles/solar-thermal-installer/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Solar Thermal Installer — sizing a solar storage tank against collector aperture area, specifying propylene glycol concentration against a site's design-low temperature, choosing a double-wall versus single-wall heat exchanger for potable-water code compliance, sizing an expansion tank and pressure relief valve for collector stagnation, or choosing drainback versus pressurized-glycol loop configuration. https://domainexperts.dev/roles/taper/ https://domainexperts.dev/roles/taper/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a drywall taper — specifying the level of finish for a wall or ceiling, choosing joint compound and tape by climate and schedule, diagnosing joint banding/cracking/fastener pop-through after paint, sequencing coats and dry time on a tight schedule, or matching spray texture on a repair. https://domainexperts.dev/roles/terrazzo-worker/ https://domainexperts.dev/roles/terrazzo-worker/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a terrazzo worker — choosing between epoxy, cementitious, sand-cushion, or monolithic terrazzo systems for a given substrate, laying out divider-strip patterns to control cracking, sequencing a grit-progression grind-and-polish schedule, deciding whether a slab needs moisture mitigation before an epoxy pour, or diagnosing delamination, chip pop-out, or lippage in an installed floor. https://domainexperts.dev/roles/track-maintenance-equipment-operator/ https://domainexperts.dev/roles/track-maintenance-equipment-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a track maintenance equipment operator (tamper, ballast regulator, anchor machine, or spike/tie machine operator on a maintenance-of-way gang) — sequencing a surfacing pass after a geometry exception, deciding whether a crosslevel or profile defect needs immediate correction versus a scheduled fix, checking an anchor pattern against a territory's creep exposure, or judging whether fouled ballast makes another tamp pass pointless. https://domainexperts.dev/roles/underground-loader-operator/ https://domainexperts.dev/roles/underground-loader-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of an Underground Loader (LHD) Operator in hard-rock metal/nonmetal mining — deciding whether a heading is ready for ride-on mucking versus remote-control-only tramming, diagnosing whether a shift's tonnage shortfall traces to cycle time, ore-pass capacity, or oversize frequency, judging whether a muck-pile object is a suspected missed hole (bootleg), reading a DPM trend against the exposure limit, or calling a ramp-grade/payload derate before a haul. https://domainexperts.dev/roles/water-well-driller/ https://domainexperts.dev/roles/water-well-driller/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a licensed water well driller — choosing a drilling method for a formation, sizing casing/screen/gravel pack from sieve data, designing an annular seal depth, running and interpreting a step-drawdown pump test, or diagnosing sand pumping or declining yield in an existing well. https://domainexperts.dev/roles/weatherization-technician/ https://domainexperts.dev/roles/weatherization-technician/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a weatherization technician — building a Savings-to-Investment-Ratio-ranked measure list for an income-eligible retrofit under a capped per-unit budget, sequencing air sealing and insulation against a combustion-safety retest, deciding whether a house must be deferred for a health-and-safety hazard before work starts, or evaluating whether a tightened envelope still clears the ASHRAE 62.2 mechanical-ventilation floor. https://domainexperts.dev/roles/workover-rig-operator/ https://domainexperts.dev/roles/workover-rig-operator/ Tue, 14 Jul 2026 07:14:55 +0000 Use when a task needs the judgment of a Workover Rig Operator — deciding whether a "dead" well is actually dead before breaking a connection, computing kill-weight fluid for a trapped-pressure well, judging when a stuck tubing/rod string has hit its safe overpull limit versus needs fishing tools, reconciling a tubing tally against expected plug or perforation depth, or sequencing a pulling-unit job (rig-up, BOP test, pull, swab, kill) around well-control and line-of-fire hazards. https://domainexperts.dev/roles/amusement-recreation-attendant/ https://domainexperts.dev/roles/amusement-recreation-attendant/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of an Amusement and Recreation Attendant — running ride dispatch and restraint checks, calling a weather or mechanical hold, managing queue throughput and wait-time complaints, operating a game booth or coin-operated attraction, or handling an on-ride evacuation. https://domainexperts.dev/roles/animal-caretaker/ https://domainexperts.dev/roles/animal-caretaker/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of an Animal Caretaker — triaging daily husbandry when kennel census exceeds staffing capacity, reading a Fear-Anxiety-Stress (FAS) score change or appetite/output drop against an escalation threshold, deciding brush-out vs. shave-down on a matted coat, or setting isolation and vaccination-lead-time protocol for a new intake or boarding admission. https://domainexperts.dev/roles/barber/ https://domainexperts.dev/roles/barber/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a licensed barber — diagnosing a fade/taper request against a client's actual grain and density, sequencing a shop's chair time and rebooking, deciding straight-razor vs. shavette for a shave, or reading a haircut complaint to find the real cause. https://domainexperts.dev/roles/bellhop/ https://domainexperts.dev/roles/bellhop/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Bellhop or Baggage Porter — loading and routing a luggage cart, triaging a group check-in or motorcoach arrival that outpaces current staffing, resolving a bag-count or damage dispute against the claim-ticket trail, or deciding solo-lift vs. two-person-lift vs. hand-truck for an oversized or awkward piece. https://domainexperts.dev/roles/costume-attendant/ https://domainexperts.dev/roles/costume-attendant/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a costume attendant/dresser — planning or timing a quick change, building a costume plot or track sheet, deciding a laundry/repair rotation, assigning dresser-to-actor ratios for a scene, or diagnosing why a costume is failing onstage. https://domainexperts.dev/roles/crematory-operator/ https://domainexperts.dev/roles/crematory-operator/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Crematory Operator — running a cremation cycle safely, verifying chain-of-custody and identification before charging a retort, handling implanted-device or oversized-decedent hazards, or documenting and troubleshooting an incident during processing. https://domainexperts.dev/roles/entertainment-recreation-supervisor/ https://domainexperts.dev/roles/entertainment-recreation-supervisor/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a First-Line Supervisor of Entertainment and Recreation Workers (camp, pool, ride crew, attractions, or activities floor) — building today's shift roster against certification/ratio requirements when call-outs hit, running a pre-shift briefing, triaging an escalated guest complaint, deciding whether a new hire is ready to sign off independent, or choosing when to consolidate or close a program area for the day. https://domainexperts.dev/roles/funeral-attendant/ https://domainexperts.dev/roles/funeral-attendant/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Funeral Attendant — staffing and staging a casket carry, running a viewing-room or graveside setup walkthrough, verifying chain of custody on remains or personal effects at a handoff, sequencing a funeral procession and escort vehicle, or working through a bloodborne-pathogen exposure situation during dressing or casketing. https://domainexperts.dev/roles/gambling-dealer/ https://domainexperts.dev/roles/gambling-dealer/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a gambling dealer — running a blackjack, craps, roulette, or poker table, resolving a payout dispute, deciding when to call the floor over a suspected past-post or hole-card attempt, calling a chip-tray fill, or executing a shuffle/cut procedure at penetration. https://domainexperts.dev/roles/locker-room-attendant/ https://domainexperts.dev/roles/locker-room-attendant/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a locker room, coatroom, or dressing room attendant — running a claim-check system for coats or valuables, setting towel/linen par for a locker room, handling a lost-or-stolen-item claim, staffing a locker room or coat check for a peak event, or writing up an incident report after a theft or slip. https://domainexperts.dev/roles/manicurist-pedicurist/ https://domainexperts.dev/roles/manicurist-pedicurist/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a licensed manicurist/pedicurist — deciding whether a nail or skin finding is safe to service or needs a physician referral, choosing between soak-off and mechanical removal for a gel or acrylic enhancement, sequencing disinfection contact-time against a stacked multi-client shift, or diagnosing why an enhancement lifted, discolored, or resisted removal. https://domainexperts.dev/roles/motion-picture-projectionist/ https://domainexperts.dev/roles/motion-picture-projectionist/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a motion picture projectionist — troubleshooting a dim, dropped-frame, or out-of-sync digital cinema screening, managing KDM key windows and DCP ingest before a show, calibrating screen luminance and sound level against SMPTE reference targets, or handling and threading archival 35mm/70mm prints for a revival or roadshow booking. https://domainexperts.dev/roles/nanny/ https://domainexperts.dev/roles/nanny/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Nanny — drafting or reviewing a household work agreement, deciding whether an off-agreement ask (extra hours, an extra child, driving, medicine) needs pay adjustment or written sign-off, reconciling weekly hours and overtime for a live-in or live-out arrangement, or handling a parent-communication or handoff situation in a single-family, no-coworker setting. https://domainexperts.dev/roles/personal-service-supervisor/ https://domainexperts.dev/roles/personal-service-supervisor/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a first-line supervisor of personal service workers — deciding whether to convert a stylist or technician between commission, employee, and booth-rent status, reading a rebooking-rate or retail-attach report, building the daily appointment column against call-outs and walk-ins, responding to an expired-license or sanitation gap, or resolving a compensation-structure dispute. https://domainexperts.dev/roles/pit-boss/ https://domainexperts.dev/roles/pit-boss/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Pit Boss (First-Line Supervisor of Gambling Services Workers) — authorizing a table fill or credit, deciding whether a payout dispute needs surveillance review, rating a player's theoretical value for comps, rotating and scheduling dealers on a live pit, or judging whether a hold-percentage swing on a table is variance or a real problem. https://domainexperts.dev/roles/recreation-coordinator/ https://domainexperts.dev/roles/recreation-coordinator/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Recreation Coordinator — designing or staffing a day-camp or community-center program, setting supervision ratios for an activity or field trip, writing an incident report or emergency action plan, deciding whether to modify or cancel an activity for weather or a staffing shortfall, or building an inclusion accommodation for a participant with a disability. https://domainexperts.dev/roles/resident-director/ https://domainexperts.dev/roles/resident-director/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a Resident Director / residential-life advisor overseeing a dorm, group home, or similar live-in facility — triaging a crisis or intoxication call, mediating a roommate or resident conflict, deciding whether an incident triggers mandated reporting, designing an on-call duty rotation, or writing up a documented conduct incident. https://domainexperts.dev/roles/shampoo-technician/ https://domainexperts.dev/roles/shampoo-technician/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a salon shampoo technician — choosing a shampoo/cycle before a color, perm, or lightening service, setting water temperature and rinse sequence for a sensitive or processed scalp, reading a scalp condition at the bowl and deciding whether to flag it to the stylist, or diagnosing why a downstream chemical service came out uneven. https://domainexperts.dev/roles/sportsbook-writer/ https://domainexperts.dev/roles/sportsbook-writer/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a race and sports book writer or runner — grading and settling a wagering ticket, calculating a parlay or teaser payout, determining whether a win triggers a W-2G or excise-tax event, enforcing a betting cutoff against past-posting, or deciding whether to move or hold a posted line under one-sided action. https://domainexperts.dev/roles/theatrical-makeup-artist/ https://domainexperts.dev/roles/theatrical-makeup-artist/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a theatrical/performance Makeup Artist — designing character makeup against a script and a specific stage-distance or camera format, planning a sub-two-minute quick-change transformation, running continuity across a multi-day shoot, or diagnosing why an applied look reads wrong under the actual lighting. https://domainexperts.dev/roles/tour-director/ https://domainexperts.dev/roles/tour-director/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of a tour director — building a multi-day tour's vendor-chain contingency plan, reconciling a mid-trip disruption's cascading schedule impact, managing gratuity/per-diem cash flows across a group, or resolving a rooming-list/manifest mismatch at hotel check-in. https://domainexperts.dev/roles/usher/ https://domainexperts.dev/roles/usher/ Sun, 12 Jul 2026 21:30:58 +0700 Use when a task needs the judgment of an usher, lobby attendant, or ticket taker — staffing doors and scanner lanes before a show or game, deciding when to hold or admit a late arrival, reading crowd density at a pinch point before it becomes a capacity problem, resolving a ticket or accessible-seating dispute at the door, or escalating a medical or security incident in the house. https://domainexperts.dev/roles/cashier/ https://domainexperts.dev/roles/cashier/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a retail/grocery cashier — reconciling a till at shift close, deciding whether to accept a large bill or flag it, handling a no-receipt return, de-escalating a price dispute at the register, or spotting a shortage pattern that looks like theft versus error. https://domainexperts.dev/roles/door-to-door-sales-worker/ https://domainexperts.dev/roles/door-to-door-sales-worker/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a Door-to-Door Sales Worker — planning a canvassing route or street-vending spot, diagnosing a rep's or vendor's underperformance from doors/contacts/sits/close ratios, navigating solicitation-permit or curfew or cooling-off compliance, structuring a doorstep pitch and objection handling, or reconciling a shift's cash and inventory. https://domainexperts.dev/roles/fashion-model/ https://domainexperts.dev/roles/fashion-model/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a professional fashion/commercial Model — negotiating usage rights and exclusivity on a booking, reading a modeling contract for hidden double-commission or chargeback terms, deciding whether a casting or agency offer matches a known scam pattern, or tracking category-exclusivity and option conflicts across active bookings. https://domainexperts.dev/roles/gambling-booth-cashier/ https://domainexperts.dev/roles/gambling-booth-cashier/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a gambling change person or booth cashier — reconciling a slot-booth bank at shift end, deciding whether a jackpot hand pay needs a W-2G and supervisor sign-off, validating or declining a suspect TITO ticket, logging a patron's cash-out toward the property's MTL threshold, or working a fill slip against a hopper. https://domainexperts.dev/roles/parts-counter-salesperson/ https://domainexperts.dev/roles/parts-counter-salesperson/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a Parts Counter Salesperson — identifying the correct part from a vague symptom description, resolving a fitment or interchange question, chasing a superseded part number before quoting, pricing a commercial repair-shop account, or handling a core-charge or warranty return dispute. https://domainexperts.dev/roles/product-demonstrator/ https://domainexperts.dev/roles/product-demonstrator/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a product demonstrator or promoter — planning an in-store sampling event, writing or troubleshooting a demo pitch, reading shift results to decide whether a program should expand, handling a food-safety or compliance issue at a sampling table, or evaluating a brand-ambassador activation's real impact. https://domainexperts.dev/roles/real-estate-agent/ https://domainexperts.dev/roles/real-estate-agent/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a Real Estate Sales Agent — building a lead-generation and follow-up plan, running a listing presentation and handling a seller's price objection, structuring buyer representation and offer strategy under a supervising broker, or working commission-split and cap economics. https://domainexperts.dev/roles/rental-counter-clerk/ https://domainexperts.dev/roles/rental-counter-clerk/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a Rental Counter Clerk — walking a customer through a pre-rental equipment or vehicle inspection and damage-waiver decision, sizing a deposit or credit-card authorization hold at checkout, resolving a return-time damage or late-return dispute against the signed agreement, or scheduling a unit's availability against maintenance and next-reservation conflicts. https://domainexperts.dev/roles/retail-sales-associate/ https://domainexperts.dev/roles/retail-sales-associate/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a Retail Sales Associate — diagnosing a slow-sales day or week on the floor, coaching add-on/upsell technique, handling a return or no-receipt exchange, reading a shrink or loss-prevention exception report, or planning floor coverage around peak traffic. https://domainexperts.dev/roles/retail-store-supervisor/ https://domainexperts.dev/roles/retail-store-supervisor/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a Retail Store Supervisor — building a shift schedule against the traffic curve, diagnosing a conversion-rate or shrink miss, running a floor coaching or corrective conversation, triaging an opening/closing cash-count discrepancy, or complying with predictive-scheduling law when a shift needs a last-minute change. https://domainexperts.dev/roles/sales-supervisor/ https://domainexperts.dev/roles/sales-supervisor/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a first-line supervisor of non-retail sales workers — running a daily/weekly floor report for an inside or outside B2B sales team, diagnosing a quota miss down to the funnel stage that broke, approving a discount or credit-term exception, rebalancing account territories, or catching a compliance exposure (call-abandonment rate, commission-draw handling, outside-sales classification) before it becomes a fine. https://domainexperts.dev/roles/services-sales-representative/ https://domainexperts.dev/roles/services-sales-representative/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a commercial services sales representative — displacing an incumbent vendor before a contract's renewal-notice window closes, building a total-cost-of-ownership case against a lower sticker price, running a save call on an account that just gave cancellation notice, or sizing a territory by route density instead of raw account count. https://domainexperts.dev/roles/solar-sales-assessor/ https://domainexperts.dev/roles/solar-sales-assessor/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a residential/commercial Solar Sales Representative and Assessor — sizing a PV+storage system against a specific utility tariff, building a cash-price-equivalent financing comparison, running a site/roof/shading assessment, or catching a savings claim that won't survive contact with the actual rate schedule. https://domainexperts.dev/roles/telemarketer/ https://domainexperts.dev/roles/telemarketer/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a telemarketer — writing or fixing an outbound call opening, diagnosing a weak close rate on a call campaign, handling objections on a live-call script, or checking a call list/campaign against Do-Not-Call and dialer-abandonment compliance. https://domainexperts.dev/roles/wholesale-sales-representative/ https://domainexperts.dev/roles/wholesale-sales-representative/ Sun, 12 Jul 2026 21:16:29 +0700 Use when a task needs the judgment of a wholesale/manufacturing sales representative — negotiating a price increase pass-through against a distributor buyer, structuring a volume rebate instead of a straight price cut, defending an account against a line review, auditing chargebacks and deductions eating into commission, or building a territory account-tiering plan. https://domainexperts.dev/roles/animal-control-worker/ https://domainexperts.dev/roles/animal-control-worker/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of an Animal Control Worker — responding to a dog-bite or animal-attack call, determining rabies-exposure quarantine protocol, evaluating a dangerous-dog classification referral, planning a cruelty/neglect investigation and removal, or selecting a capture/restraint method for a stray or wildlife-in-structure call. https://domainexperts.dev/roles/bailiff/ https://domainexperts.dev/roles/bailiff/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a bailiff or court officer — deciding whether an in-custody defendant appears in visible or concealed restraints, running courtroom entry screening and staffing it for expected volume, handling a disruptive defendant or spectator under the judge's authority, moving a jury note between jury room and bench without an ex parte violation, or planning custody/security for a jury sequestration. https://domainexperts.dev/roles/corrections-sergeant/ https://domainexperts.dev/roles/corrections-sergeant/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a corrections sergeant or shift supervisor — mandating overtime to restore a post below minimum staffing, reviewing and countersigning a subordinate's use-of-force report, running progressive discipline for a line officer, assuming incident command during a multi-officer response, or handling a first-level inmate grievance. https://domainexperts.dev/roles/crossing-guard-flagger/ https://domainexperts.dev/roles/crossing-guard-flagger/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a crossing guard or traffic flagger — siting a school crossing or work-zone flagger station, choosing high-visibility apparel class and taper length for a lane closure, deciding whether a crossing needs an adult guard versus a signal, or writing site-specific positioning instructions for a new location. https://domainexperts.dev/roles/fire-captain/ https://domainexperts.dev/roles/fire-captain/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Fire Captain (first-line supervisor of firefighting and prevention workers) — deciding how to fill a minimum-staffing gap on a shift, judging whether an overtime/callback run-rate signals a structural staffing problem, clearing or holding apparatus and PPE against NFPA test/service-life standards, or writing up a training-compliance or discipline decision that has to survive later scrutiny. https://domainexperts.dev/roles/forest-fire-prevention-specialist/ https://domainexperts.dev/roles/forest-fire-prevention-specialist/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Forest Fire Inspector/Prevention Specialist — setting or interpreting an industrial fire precaution level for logging/timber operations, inspecting a job site or campground for fire-hazard compliance, deciding whether to issue or deny a burn permit given current fire-danger indices, investigating a wildfire's origin and cause, or scoping a fuel-reduction/defensible-space prevention program for a district. https://domainexperts.dev/roles/gambling-surveillance-investigator/ https://domainexperts.dev/roles/gambling-surveillance-investigator/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Gambling Surveillance Officer or Gambling Investigator — reviewing camera footage to classify a suspected cheating or past-posting incident, deciding whether a hold or payout variance is a dealer error or an insider collusion pattern, building an evidence-backed incident report for a gaming control board or law enforcement referral, or flagging a structuring/CTR pattern spotted on camera before the cage's own systems catch it. https://domainexperts.dev/roles/lifeguard-and-ski-patrol/ https://domainexperts.dev/roles/lifeguard-and-ski-patrol/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a lifeguard or ski patroller — designing or auditing a water/mountain Emergency Action Plan, staffing a guard zone or terrain closure, triaging a multi-victim water or avalanche incident, deciding whether a rescue needs reach/throw/row/go escalation, or writing an incident report that will survive legal review. https://domainexperts.dev/roles/parking-enforcement-officer/ https://domainexperts.dev/roles/parking-enforcement-officer/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Parking Enforcement Officer — timing and documenting a metered-parking overstay, deciding whether a vehicle meets a scofflaw boot/tow threshold, checking whether a "no parking" citation will survive a sign-compliance challenge, verifying a disabled placard against registry records, or preparing a citation's evidence packet for an administrative hearing. https://domainexperts.dev/roles/police-identification-records-officer/ https://domainexperts.dev/roles/police-identification-records-officer/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Police Identification and Records Officer — running and disposing an AFIS latent-print candidate list, deciding whether a criminal-history or NCIC records disclosure is legally authorized for the requester, reconciling an NCIC want/warrant validation cycle before entries purge, or evaluating whether a fingerprint identification is documented well enough to survive cross-examination. https://domainexperts.dev/roles/police-supervisor/ https://domainexperts.dev/roles/police-supervisor/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a police sergeant or first-line supervisor — reviewing a use-of-force report and deciding whether it clears or needs escalation, deciding when an early-intervention-system flag requires a formal intervention versus a documented conversation, structuring a Garrity-compliant administrative interview, building a shift roster against minimum staffing, or evaluating a field training officer's daily observation reports for a probationary officer. https://domainexperts.dev/roles/retail-loss-prevention-specialist/ https://domainexperts.dev/roles/retail-loss-prevention-specialist/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Retail Loss Prevention Specialist — deciding whether a floor observation clears the bar for a shoplifting stop, running plainclothes surveillance across a heat-mapped shrink zone, executing a stop safely without exceeding no-pursuit/no-contact policy, triaging a self-checkout scan-avoidance case, or writing the incident report and chain-of-custody log that a case will stand or fall on. https://domainexperts.dev/roles/school-bus-monitor/ https://domainexperts.dev/roles/school-bus-monitor/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a school bus monitor — securing a wheelchair user with the four-point tiedown sequence before a route, responding to a mid-route seizure or medical event against a student's individualized health care plan, reconciling a headcount discrepancy against the manifest before releasing any student, or executing an evacuation-drill role assignment during a bus emergency. https://domainexperts.dev/roles/security-guard/ https://domainexperts.dev/roles/security-guard/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Security Guard — deciding whether to physically detain a suspected shoplifter or trespasser, choosing when to use force versus call police, writing a post-incident report that will hold up in a civil claim, running a fire watch or patrol schedule, or working a healthcare/retail/corporate post against written post orders. https://domainexperts.dev/roles/security-supervisor/ https://domainexperts.dev/roles/security-supervisor/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a first-line security supervisor — building post coverage and shift schedules, deciding how to fill a callout or staffing gap, reviewing an incident or use-of-force report, responding to a client's request to cut a post, or handling an officer performance or discipline issue. https://domainexperts.dev/roles/transit-railroad-police/ https://domainexperts.dev/roles/transit-railroad-police/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Transit and Railroad Police officer — deciding whether to request an emergency train hold and track power-down before approaching a person on the roadbed, working a scene where jurisdiction runs along railroad property rather than a municipal boundary, sizing an enforcement response to fare evasion versus a felony call, or handling an unattended-item report at a station. https://domainexperts.dev/roles/transportation-security-screener/ https://domainexperts.dev/roles/transportation-security-screener/ Sun, 12 Jul 2026 20:52:59 +0700 Use when a task needs the judgment of a Transportation Security Officer (airport checkpoint screener) — resolving an AIT or metal-detector alarm to its SOP endpoint, deciding disposition for a prohibited or restricted item, triaging a multi-alarm passenger under queue-time pressure, or evaluating whether a screening shortcut created a procedural gap. https://domainexperts.dev/roles/cargo-inspector/ https://domainexperts.dev/roles/cargo-inspector/ Sun, 12 Jul 2026 20:38:47 +0700 Use when a task needs the judgment of a Cargo Inspector — reconciling a vessel draft survey against a shore tally within IMO tolerance, calculating outturn quantity from tank ullage and temperature readings under API MPMS, verifying dangerous-goods segregation against the IMDG Code, checking a load's height and width against a route's bridge and tunnel clearances before departure, or documenting cargo condition and filing a letter of protest before custody transfers. https://domainexperts.dev/roles/moving-crew-supervisor/ https://domainexperts.dev/roles/moving-crew-supervisor/ Sun, 12 Jul 2026 20:38:47 +0700 Use when a task needs the judgment of a Moving Crew Supervisor (van line or local moving company foreman) — confirming whether a shipment's estimate is binding or non-binding before the truck loads, deciding how much can legally be collected at delivery once the actual weight comes in over estimate, calling a team-lift or mechanical-aid decision on an oversized item, writing up an additional-service order for items added after the bill of lading was signed, or handling a damage claim under released-value versus full-value protection. https://domainexperts.dev/roles/purser/ https://domainexperts.dev/roles/purser/ Sun, 12 Jul 2026 20:38:47 +0700 Use when a task needs the judgment of a Purser (in-charge flight attendant / cabin crew supervisor) — recomputing required cabin-crew count after a gauge swap against 14 CFR 121.391, checking whether a reassigned reserve flight attendant is legal to fly under 121.467 duty/rest limits, running a pre-flight crew briefing for that day's specific manifest, deciding when to escalate a cabin issue to the captain versus resolve it within delegated cabin authority, or filing an irregularity report through ASAP instead of handling it as informal coaching. https://domainexperts.dev/roles/freight-forwarder/ https://domainexperts.dev/roles/freight-forwarder/ Sun, 12 Jul 2026 20:25:34 +0700 Use when a task needs the judgment of a freight forwarder — quoting LCL vs FCL ocean freight, deciding whether to book as agent or issue a House Bill of Lading as NVOCC, verifying an Incoterm's responsibility split before booking, comparing ocean vs air on total landed cost, or managing demurrage/detention exposure on an in-transit shipment. https://domainexperts.dev/roles/hr-assistant/ https://domainexperts.dev/roles/hr-assistant/ Sun, 12 Jul 2026 20:25:34 +0700 Use when a task needs the judgment of an HR assistant — processing new-hire paperwork and I-9/E-Verify timing, maintaining personnel files and HRIS data accuracy, coordinating background checks and interview scheduling, or triaging an employee's question into "answer it" versus "route it to the HR specialist." Distinct from hr-specialist (owns the compliance/leave/accommodation judgment calls this role executes and escalates into) and hr-people-manager (owns comp, discipline, and org decisions) — this role owns the transactional and records layer underneath both. https://domainexperts.dev/roles/switchboard-operator/ https://domainexperts.dev/roles/switchboard-operator/ Sun, 12 Jul 2026 20:25:34 +0700 Use when a task needs the judgment of a switchboard/PBX or telephone-answering-service operator — triaging an incoming call before routing it, drafting or fixing a call-answering script for a client account, deciding whether a call qualifies as an emergency escalation, building an on-call or overflow-surge protocol, or writing a call-volume/SLA exception report. https://domainexperts.dev/roles/geothermal-technician/ https://domainexperts.dev/roles/geothermal-technician/ Sun, 12 Jul 2026 20:13:49 +0700 Use when a task needs the judgment of a Geothermal Technician — sizing a vertical borehole or horizontal loop field against a Manual J load instead of nameplate tonnage, selecting and verifying grout thermal conductivity for a formation, running a purge/pressure-test procedure before a trench closes, or diagnosing a short-cycling or low-capacity complaint on a ground-source heat pump system. https://domainexperts.dev/roles/trades-helper/ https://domainexperts.dev/roles/trades-helper/ Sun, 12 Jul 2026 20:13:49 +0700 Use when a task needs the judgment of a licensed trade's helper — staging materials and tools for an electrician, plumber, HVAC tech, or elevator mechanic, deciding whether a jobsite task is safely inside the helper's scope or must wait for the journeyworker, sequencing helper work so it never idles or blocks the skilled trade, or writing a jobsite handoff and apprenticeship OJT-hour log entry. https://domainexperts.dev/roles/endoscopy-technician/ https://domainexperts.dev/roles/endoscopy-technician/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of an Endoscopy Technician — deciding whether to release or quarantine a scope after a failed leak test or minimum-effective-concentration (MEC) reading, handling a point-of-use treatment delay against the manufacturer's reprocessing window, triaging a borescope finding on a working channel, or troubleshooting equipment and passing accessories during a live GI procedure. https://domainexperts.dev/roles/home-health-aide/ https://domainexperts.dev/roles/home-health-aide/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a Home Health Aide — assisting a client with personal care and ADLs in a private home, deciding whether a symptom or home condition needs to be reported to the supervising nurse now, distinguishing an in-scope personal-care task from an out-of-scope medical one, or handling a suspected abuse/neglect or home-safety concern. https://domainexperts.dev/roles/occupational-therapy-aide/ https://domainexperts.dev/roles/occupational-therapy-aide/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of an occupational therapy aide — deciding whether a request falls inside your delegated task list or needs escalation to the supervising OT/OTA, prepping a treatment room or transporting/transferring a patient safely within scope, writing an objective aide note versus a clinical progress note, or handling shared-equipment cleaning and supply turnover between patients. https://domainexperts.dev/roles/orderly/ https://domainexperts.dev/roles/orderly/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a hospital/long-term-care Orderly — transporting a patient by stretcher or wheelchair, executing a bed or room turnover between patients, choosing manual vs. mechanical-lift transfer, or handling transport under isolation precautions or to the morgue. https://domainexperts.dev/roles/personal-care-aide/ https://domainexperts.dev/roles/personal-care-aide/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a Personal Care Aide (PCA/home care aide) — helping a client with ADLs (bathing, dressing, toileting, transfers) in their own home, deciding whether an observed change (weight, skin, mood, intake) needs same-day escalation versus routine notes, structuring a home-safety or fall-risk check, or handling a medication-reminder boundary the aide isn't licensed to cross. https://domainexperts.dev/roles/pharmacy-aide/ https://domainexperts.dev/roles/pharmacy-aide/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a Pharmacy Aide — triaging a phone call or counter question into "answer it" vs "route to the pharmacist," receiving and reconciling a wholesaler delivery that includes controlled substances, logging a vaccine refrigerator temperature check, spotting a recurring shrink or cash-drawer discrepancy, or deciding what a clerical-support role can and can't touch in a given state. https://domainexperts.dev/roles/physical-therapist-aide/ https://domainexperts.dev/roles/physical-therapist-aide/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a physical therapist aide — prepping and reset of treatment rooms between patients, applying pre-set thermal modalities (hot pack, cold pack, paraffin) within safety parameters, assisting patient transport/transfers under supervision, or classifying whether a requested task falls inside or outside the aide's delegable scope. Narrower than physical-therapist-assistant (licensed, treats independently under general supervision) — this role is unlicensed and everything patient-facing requires the supervising PT/PTA physically present. https://domainexperts.dev/roles/psychiatric-aide/ https://domainexperts.dev/roles/psychiatric-aide/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a psychiatric aide on an inpatient psychiatric unit or state hospital ward — running ADL and rounds coverage for a patient assignment, deciding whether an observed behavior change is a "tell the nurse now" or "chart it at rounds" situation, choosing how to engage a withdrawn or agitated patient through activity rather than confrontation, or knowing what an aide can and can't do when a restraint response is called. US practice default. A reasoning aid, not medical advice. https://domainexperts.dev/roles/speech-language-pathology-assistant/ https://domainexperts.dev/roles/speech-language-pathology-assistant/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a Speech-Language Pathology Assistant — running a scheduled articulation/language/fluency session from an existing plan of care, logging trial-by-trial data with cue levels, preparing a data summary for the supervising SLP's sign-off, or flagging that a request (goal change, screening choice, feeding task) is outside the assistant's scope. https://domainexperts.dev/roles/sterile-processing-technician/ https://domainexperts.dev/roles/sterile-processing-technician/ Sat, 11 Jul 2026 13:52:42 +0700 Use when a task needs the judgment of a sterile processing technician — deciding whether a tray is safe to release, running a biological-indicator failure recall, diagnosing wet-pack or count-discrepancy patterns, or sequencing decontamination/assembly/sterilization workflow under OR turnover pressure. https://domainexperts.dev/roles/acupuncturist/ https://domainexperts.dev/roles/acupuncturist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a licensed acupuncturist — building a TCM pattern-differentiation-based treatment plan, choosing point combinations and needling technique for a presenting complaint, triaging a safety red flag (fainting, suspected pneumothorax, herb-drug interaction), or writing a SOAP note that justifies medical necessity for insurance. US scope-of-practice default (NCCAOM/state licensure). A reasoning aid, not medical advice. https://domainexperts.dev/roles/allergist-immunologist/ https://domainexperts.dev/roles/allergist-immunologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an allergist/immunologist — interpreting a skin-prick or specific-IgE result against pretest probability, working up a "penicillin allergy" label for delabeling before a needed antibiotic, managing anaphylaxis and biphasic-reaction risk, stepping asthma therapy up or down, or evaluating suspected primary immunodeficiency. https://domainexperts.dev/roles/anesthesiologist/ https://domainexperts.dev/roles/anesthesiologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified anesthesiologist — building a preoperative anesthesia plan and risk stratification, choosing general vs. regional technique and airway strategy, managing an intraoperative crisis (difficult airway, malignant hyperthermia, local anesthetic systemic toxicity), or writing a PACU handoff and postoperative pain-management order set. https://domainexperts.dev/roles/anesthesiologist-assistant/ https://domainexperts.dev/roles/anesthesiologist-assistant/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Certified Anesthesiologist Assistant (CAA) working inside an Anesthesia Care Team — building and executing an intraoperative anesthetic plan under a directing anesthesiologist, reading a vital-sign trend for anesthesia-specific emergencies (malignant hyperthermia, local anesthetic systemic toxicity, awareness), deciding when a deviation is an immediate-escalation trigger versus an independently correctable event, or navigating the jurisdiction/concurrency limits of CAA practice. https://domainexperts.dev/roles/art-therapist/ https://domainexperts.dev/roles/art-therapist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an Art Therapist — matching art media to a client's regulation capacity via the Expressive Therapies Continuum, scoring a standardized directive (PPAT, KFD, DAP) with a validated instrument like FEATS as part of assessment, deciding between a directive and open-studio session structure, navigating informed consent and disposition for client-made artwork, or distinguishing an art-as-therapy approach from an art-psychotherapy approach for a given client. https://domainexperts.dev/roles/athletic-trainer/ https://domainexperts.dev/roles/athletic-trainer/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a certified athletic trainer — triaging an on-field or on-court injury, deciding same-day return-to-play vs. refer-out, running a concussion sideline assessment and graduated return-to-sport progression, recognizing exertional heat stroke or another sudden-death emergency, or writing the objective findings that justify a clearance decision. https://domainexperts.dev/roles/cardiologist/ https://domainexperts.dev/roles/cardiologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified cardiologist — triaging chest pain with a risk score, titrating heart-failure guideline-directed medical therapy, deciding revascularization strategy for stable or acute coronary disease, or working through anticoagulation decisions in atrial fibrillation. US practice default (ACC/AHA guideline framework). A reasoning aid, not medical advice. https://domainexperts.dev/roles/cardiovascular-technologist/ https://domainexperts.dev/roles/cardiovascular-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Cardiovascular Technologist — measuring and grading a cardiac or vascular ultrasound finding, tracking contrast/anticoagulation/radiation limits during a live cath lab procedure, choosing between imaging modalities for a clinical question, or writing up a diagnostic study for physician sign-off. https://domainexperts.dev/roles/clinical-nurse-specialist/ https://domainexperts.dev/roles/clinical-nurse-specialist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Clinical Nurse Specialist — diagnosing why a unit-level outcome metric (CLABSI, falls, pressure injury) is off benchmark, designing and scaling a practice-change pilot, appraising whether a new clinical guideline actually fits the local population, writing a quarterly outcomes report to nursing leadership, or coaching staff nurses through a new protocol without formal authority over them. US hospital/health-system default; state nurse practice acts vary. A reasoning aid, not clinical or legal advice. https://domainexperts.dev/roles/critical-care-nurse/ https://domainexperts.dev/roles/critical-care-nurse/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an ICU/critical care RN — titrating a vasoactive drip within an ordered range and deciding when to escalate to a second agent, coordinating daily sedation-awakening and spontaneous-breathing trials on a ventilated patient, interpreting a hemodynamic/lactate trend against a resuscitation target, or working the ABCDEF bundle to prevent post-ICU complications. https://domainexperts.dev/roles/cytogenetic-technologist/ https://domainexperts.dev/roles/cytogenetic-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Cytogenetic Technologist — choosing a culture/harvest protocol and band resolution for a specimen, applying ISCN clonality criteria to a metaphase count, deciding between karyotype, FISH, and chromosomal microarray for a clinical question, or writing and QCing an ISCN-formatted cytogenetics report. https://domainexperts.dev/roles/cytotechnologist/ https://domainexperts.dev/roles/cytotechnologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a cytotechnologist — screening a gynecologic (Pap test) slide and applying Bethesda System criteria, assessing non-gynecologic specimen adequacy (FNA rapid on-site evaluation, body fluid, brushing) against the relevant reporting system, deciding whether a finding can be signed out independently or must be referred to a pathologist, or auditing screening quality metrics (ASC:SIL ratio, rescreen concordance, workload compliance). A reasoning aid, not a substitute for a certified cytotechnologist or pathologist signing out an actual case. https://domainexperts.dev/roles/dermatologist/ https://domainexperts.dev/roles/dermatologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a dermatologist — triaging a pigmented lesion for melanoma risk, choosing a biopsy technique and reading the pathology in clinical context, staging a skin cancer to decide margins or Mohs referral, escalating psoriasis/eczema treatment by severity score, or managing isotretinoin risk under REMS/iPLEDGE rules. https://domainexperts.dev/roles/diagnostic-medical-sonographer/ https://domainexperts.dev/roles/diagnostic-medical-sonographer/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Diagnostic Medical Sonographer — deciding whether a duplex, compression, or graded-compression ultrasound study is diagnostic versus technically limited, choosing when to interrupt a scanning protocol to escalate a real-time critical finding, setting scan technique and ALARA (TI/MI) parameters for a given exam type, or drafting the technical worksheet and preliminary findings a physician will interpret and sign. https://domainexperts.dev/roles/dietetic-technician/ https://domainexperts.dev/roles/dietetic-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Nutrition and Dietetics Technician, Registered (NDTR/DTR) — translating a physician's diet order into a texture/therapeutic tray specification, triaging a nutrition-screening or intake-decline signal for RDN escalation, auditing a tray line or food-safety log against a threshold, or drawing the line between routine dietetics work and a nutrition-diagnosis call that belongs to the supervising RDN. https://domainexperts.dev/roles/direct-entry-midwife/ https://domainexperts.dev/roles/direct-entry-midwife/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a direct-entry midwife (CPM) practicing out-of-hospital birth — screening whether a pregnancy or labor is still eligible for a planned home/birth-center birth, deciding the exact moment to activate a transfer or 911 transport, running a postpartum-hemorrhage protocol without hospital blood-bank backup, or writing the SBAR handoff that hands a client to a receiving hospital. https://domainexperts.dev/roles/dispensing-optician/ https://domainexperts.dev/roles/dispensing-optician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a dispensing optician — translating a written prescription into a fitted pair of glasses, resolving frame/lens material tradeoffs, diagnosing why a finished pair doesn't feel or see right, or deciding whether a fit problem is remake, adjustment, or patient-adaptation. https://domainexperts.dev/roles/emergency-medical-technician/ https://domainexperts.dev/roles/emergency-medical-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an EMT (Basic Life Support tier) — deciding whether a chest-pain patient gets aspirin under protocol, dosing an epinephrine auto-injector for anaphylaxis and knowing when to repeat it, applying spinal-motion-restriction criteria instead of routine backboarding, recognizing the moment a call exceeds BLS scope and requesting ALS intercept, or working a patient refusal (AMA) to a legally defensible conclusion. https://domainexperts.dev/roles/emergency-medicine-physician/ https://domainexperts.dev/roles/emergency-medicine-physician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an emergency medicine physician — risk-stratifying an undifferentiated chief complaint against a can't-miss diagnosis, deciding an ED disposition (discharge/observation/admit/transfer) under time and bed pressure, reasoning through EMTALA screening-and-stabilization obligations, or triaging a department under crowding/boarding load. https://domainexperts.dev/roles/exercise-physiologist/ https://domainexperts.dev/roles/exercise-physiologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an Exercise Physiologist — interpreting a graded exercise test and setting the intensity ceiling it implies, risk-stratifying a cardiac or pulmonary rehab patient for the required monitoring level, writing a heart-rate-reserve or RPE-based exercise prescription for a patient with a chronic disease, or deciding whether a functional-capacity change (6MWT, METs) is real progress or noise. https://domainexperts.dev/roles/family-physician/ https://domainexperts.dev/roles/family-physician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a family medicine physician — running a primary-care visit with a limited time box, managing a patient with multiple concurrent chronic conditions, deciding what to work up today versus what to watch over time, triaging preventive-care gaps against the visit's actual agenda, or writing a referral/consult note. A reasoning aid modeling how a family physician thinks, not a substitute for a licensed physician, and never a diagnosis or treatment recommendation for a real person. https://domainexperts.dev/roles/health-information-manager/ https://domainexperts.dev/roles/health-information-manager/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Health Information Manager / Health Information Technologist and Medical Registrar — resolving a master patient index (MPI) duplicate-record match, classifying a tumor as a single vs. multiple primary for cancer registry abstracting, writing a health information governance decision-rights policy, auditing registry case-finding or follow-up-rate completeness for accreditation, or reconciling a data-quality gap surfaced by a quality-measure or interoperability feed. https://domainexperts.dev/roles/hearing-aid-specialist/ https://domainexperts.dev/roles/hearing-aid-specialist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a hearing aid specialist (hearing instrument dispenser) — screening a patient's case history against FDA referral conditions before fitting, selecting and programming a device against a prescriptive target, verifying a fitting with real-ear measurement, troubleshooting a return/complaint (feedback, occlusion, "tinny" sound, poor hearing-in-noise), or pricing a device against a bundled-vs-itemized model. https://domainexperts.dev/roles/histology-technician/ https://domainexperts.dev/roles/histology-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Histology Technician (Histotechnician/Histotechnologist) — deciding how to gross-section and fix a specimen before it goes stale, troubleshooting a microtome or staining artifact, working an IHC control failure or antigen-retrieval mismatch, or investigating a floater or fixation-timing deviation before a case can sign out. A reasoning aid, not a substitute for a certified histotechnician or the laboratory director of record. https://domainexperts.dev/roles/histotechnologist/ https://domainexperts.dev/roles/histotechnologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Histotechnologist — deciding a fixation, processing, or decalcification protocol for a specimen, troubleshooting a microtomy or staining artifact, triaging turnaround-time pressure against tissue-conservation for future testing, or reconciling a block/slide identity or floater problem before sign-out. https://domainexperts.dev/roles/hospitalist/ https://domainexperts.dev/roles/hospitalist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Hospitalist — deciding inpatient vs. observation admission status, triaging a differential during rounds, building or revising a discharge plan, or structuring a shift handoff. https://domainexperts.dev/roles/licensed-practical-nurse/ https://domainexperts.dev/roles/licensed-practical-nurse/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Licensed Practical/Vocational Nurse (LPN/LVN) — running a change-in-condition check on a long-term-care resident with the Stop & Watch tool, deciding whether a delegated task or verbal order falls inside your state's LPN/LVN task list, escalating a decline via SBAR to an on-call RN or physician when no RN is on-site, or delegating tasks to CNAs within the five rights while also receiving delegation from an RN. https://domainexperts.dev/roles/medical-dosimetrist/ https://domainexperts.dev/roles/medical-dosimetrist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a medical dosimetrist — designing an IMRT/VMAT beam arrangement and optimization objectives, resolving a PTV-coverage-vs-OAR-constraint conflict, evaluating a DVH and isodose distribution before physician sign-off, triaging a failed patient-specific QA, or writing a plan directive for therapy handoff. US radiation oncology default (AAPM/ASTRO practice norms). https://domainexperts.dev/roles/medical-laboratory-scientist/ https://domainexperts.dev/roles/medical-laboratory-scientist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Medical Laboratory Scientist (Medical Technologist) — deciding whether a QC-failing analyzer run can release patient results, working a delta-check or hemolysis-index flag before reporting a chemistry value, handling a critical/panic value callback, or investigating why a lab's error rate or turnaround time is off target. US CLIA-regulated hospital/reference lab default. A reasoning aid, not medical advice. https://domainexperts.dev/roles/medical-laboratory-technician/ https://domainexperts.dev/roles/medical-laboratory-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Medical Laboratory Technician — deciding whether to release a chemistry result against a Westgard QC violation, screening a specimen for hemolysis/lipemia/icterus interference before reporting, working a delta-check flag against a patient's prior result, or routing a critical value or blood bank discrepancy through the correct callback/rejection procedure. https://domainexperts.dev/roles/medical-records-specialist/ https://domainexperts.dev/roles/medical-records-specialist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Medical Records Specialist / Health Information Management (HIM) professional — assigning ICD-10-CM/PCS or CPT codes from clinical documentation, drafting a compliant physician query, processing a release-of-information (ROI) request under HIPAA's minimum necessary standard, or building a defense response to a payer/RAC coding-denial audit. https://domainexperts.dev/roles/mri-technologist/ https://domainexperts.dev/roles/mri-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an ARRT(MR)-certified MRI technologist — screening a patient or implant for MR safety and zone entry, selecting or adjusting a pulse-sequence protocol against a diagnostic question and time budget, monitoring or predicting specific absorption rate (SAR) and gradient limits during a scan, judging gadolinium contrast eligibility against renal function, or troubleshooting a motion/artifact problem before images reach the radiologist. US practice default (ACR Manual on MR Safety, FDA/IEC SAR limits). A reasoning aid, not medical advice. https://domainexperts.dev/roles/music-therapist/ https://domainexperts.dev/roles/music-therapist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Music Therapist — designing a neurologic music therapy (RAS) gait-training protocol for a stroke or Parkinson's patient, sequencing music to de-escalate an agitated dementia or psychiatric client (iso principle), choosing melodic intonation therapy for non-fluent aphasia, screening a trauma-history client before improvisational or GIM-style work, or writing a functional progress note that ties a session's music choices to a measurable non-musical goal. https://domainexperts.dev/roles/naturopathic-physician/ https://domainexperts.dev/roles/naturopathic-physician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a licensed naturopathic physician (ND) — sequencing a treatment plan through the therapeutic order, checking a botanical/supplement against a patient's existing pharmaceuticals for interactions, deciding what falls inside versus outside a given state's licensed scope of practice, distinguishing a functional lab target from the lab's printed reference range, or writing a co-management referral to a prescribing physician. A reasoning aid modeling how a naturopathic physician thinks, not a substitute for a licensed provider, and never a diagnosis or treatment recommendation for a real person. https://domainexperts.dev/roles/neurodiagnostic-technologist/ https://domainexperts.dev/roles/neurodiagnostic-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a neurodiagnostic technologist — running or troubleshooting a routine or ambulatory EEG, distinguishing artifact from a real epileptiform or ictal pattern, recognizing nonconvulsive status epilepticus on continuous ICU monitoring, or making a real-time alarm-criteria call during intraoperative neuromonitoring (SSEP/MEP/EMG). https://domainexperts.dev/roles/neurologist/ https://domainexperts.dev/roles/neurologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a neurologist — localizing a lesion from an exam and history, triaging a time-critical presentation (stroke, status epilepticus, acute weakness), building a differential for a chronic or progressive neurologic complaint, or deciding what workup a symptom actually warrants. A reasoning aid, not medical advice. https://domainexperts.dev/roles/nuclear-medicine-technologist/ https://domainexperts.dev/roles/nuclear-medicine-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Nuclear Medicine Technologist — verifying and administering a radiopharmaceutical dose, running gamma camera/PET or dose-calibrator quality control, deciding whether a radioactive-iodine therapy patient can be released under NRC criteria, troubleshooting an extravasated injection or a photopenic/artifactual image, or working out patient-prep and radiation-safety instructions for a scan or therapy. https://domainexperts.dev/roles/nurse-anesthetist/ https://domainexperts.dev/roles/nurse-anesthetist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Certified Registered Nurse Anesthetist (CRNA) — planning an anesthetic technique for a specific patient and procedure, working a difficult-airway or intraoperative crisis (malignant hyperthermia, local anesthetic systemic toxicity, high spinal), risk-stratifying a preoperative patient (ASA-PS, STOP-BANG, Apfel), or making an emergence/PACU-disposition call. US anesthesia practice default. A reasoning aid, not medical advice. https://domainexperts.dev/roles/nurse-midwife/ https://domainexperts.dev/roles/nurse-midwife/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a certified nurse-midwife — triaging whether labor progress is normal variation or a genuine arrest disorder, deciding when a low-risk pregnancy or birth crosses into a consult/transfer situation, working a shared-decision-making conversation on induction or GBS prophylaxis, or writing a labor/postpartum note that documents the reasoning behind a management decision. https://domainexperts.dev/roles/obstetrician-gynecologist/ https://domainexperts.dev/roles/obstetrician-gynecologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an OB-GYN — triaging an obstetric complaint by gestational age and urgency, deciding whether a gynecologic finding (adnexal mass, abnormal bleeding, abnormal cytology) stays in general practice or needs subspecialist referral, working a shared-decision conversation on induction, cesarean, or hysterectomy, or writing the operative/delivery note that documents the reasoning behind a management decision. https://domainexperts.dev/roles/ophthalmic-medical-technologist/ https://domainexperts.dev/roles/ophthalmic-medical-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an Ophthalmic Medical Technologist — running fluorescein or indocyanine green angiography and screening a dye-reaction risk, verifying axial length or biometry technique before an IOL calculation goes to the surgeon, checking whether an OCT or visual field result is reliable enough to file as a data point, or assisting in and documenting a minor ophthalmic surgical or laser procedure. https://domainexperts.dev/roles/ophthalmic-technician/ https://domainexperts.dev/roles/ophthalmic-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an Ophthalmic Technician — running a pretesting workup (visual acuity, tonometry, visual fields, biometry) before an ophthalmologist's exam, flagging a measurement that's discordant or unreliable before it reaches the chart, judging whether it's safe to dilate a patient, or sequencing tests so the doctor's exam time goes to the actual problem. https://domainexperts.dev/roles/ophthalmologist/ https://domainexperts.dev/roles/ophthalmologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified ophthalmologist — triaging acute vision loss or a red eye, deciding cataract surgery timing and IOL power selection, managing glaucoma medication escalation against target IOP, or sequencing anti-VEGF treatment for wet AMD or diabetic macular edema. US practice default (AAO Preferred Practice Pattern framework). A reasoning aid, not medical advice. https://domainexperts.dev/roles/orthopedic-surgeon/ https://domainexperts.dev/roles/orthopedic-surgeon/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an Orthopedic Surgeon (adult, non-pediatric) — classifying a fracture and choosing fixation vs arthroplasty, sequencing trauma care in a polytrauma patient, selecting VTE prophylaxis and timing for hip fracture or joint-replacement surgery, triaging suspected acute compartment syndrome, or working up a painful joint replacement for periprosthetic infection versus aseptic loosening. https://domainexperts.dev/roles/orthoptist/ https://domainexperts.dev/roles/orthoptist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a certified orthoptist — quantifying and classifying a strabismus or amblyopia workup, sequencing amblyopia occlusion/penalization therapy and judging whether a plateau is compliance or true treatment failure, distinguishing comitant from incomitant deviations, or building the sensorimotor referral note a surgeon will dose surgery from. A reasoning aid, not medical advice or a substitute for an in-person exam. https://domainexperts.dev/roles/orthotist-prosthetist/ https://domainexperts.dev/roles/orthotist-prosthetist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a certified orthotist/prosthetist (CPO) — selecting a socket design and components for a limb-loss patient, diagnosing the cause of a prosthetic or orthotic gait deviation, justifying a Medicare K-level and component choice in a letter of medical necessity, or deciding between a preparatory and definitive device during residual-limb maturation. https://domainexperts.dev/roles/pathologist/ https://domainexperts.dev/roles/pathologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of an anatomic/clinical pathologist — writing or reviewing a surgical pathology synoptic report, working a differential from gross or microscopic findings toward an immunohistochemistry (IHC) panel, deciding whether a margin or a frozen-section call needs escalation, or reconciling a pathology result with a discordant clinical/radiologic finding. A reasoning aid, not a substitute for a licensed pathologist signing out an actual case. https://domainexperts.dev/roles/patient-representative/ https://domainexperts.dev/roles/patient-representative/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Patient Representative — triaging a patient complaint into complaint vs. grievance, running a service-recovery conversation after a bad experience, routing a billing dispute against a Good Faith Estimate, or verifying who is authorized to receive a patient's information. https://domainexperts.dev/roles/pediatric-surgeon/ https://domainexperts.dev/roles/pediatric-surgeon/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a pediatric general surgeon — triaging bilious vomiting or an acute abdomen in a neonate, deciding operative timing and staged-versus-definitive repair for congenital anomalies (malrotation, gastroschisis, CDH, biliary atresia), managing necrotizing enterocolitis by clinical stage, or working an acute scrotum against a salvage-time clock. US pediatric surgical practice (APSA guidelines). A reasoning aid, not medical advice. https://domainexperts.dev/roles/pediatrician/ https://domainexperts.dev/roles/pediatrician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a general outpatient pediatrician — triaging a sick-child complaint by age and risk, structuring a well-child visit against the periodicity schedule, deciding whether a fever or growth-curve change warrants workup versus reassurance, or navigating a vaccine-hesitant parent conversation. US primary-care pediatrics (AAP/CDC guidelines). A reasoning aid, not medical advice. https://domainexperts.dev/roles/pharmacy-technician/ https://domainexperts.dev/roles/pharmacy-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Pharmacy Technician — verifying a new prescription before data entry, triaging an insurance claim rejection code, reconciling days'-supply math after a dose change, deciding a compounding beyond-use date, or catching a look-alike/sound-alike or high-alert medication error before pharmacist final check. https://domainexperts.dev/roles/physiatrist/ https://domainexperts.dev/roles/physiatrist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a physiatrist — screening whether a patient's diagnosis and functional trajectory support inpatient rehab (IRF) admission, projecting length of stay from a FIM trajectory, building a spasticity or neurogenic bladder management plan, working up a spinal-cord-injury complication like autonomic dysreflexia, or writing a prosthetic/orthotic prescription. A reasoning aid, not medical advice. https://domainexperts.dev/roles/preventive-medicine-physician/ https://domainexperts.dev/roles/preventive-medicine-physician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a preventive medicine physician — deciding whether a population screening program should launch or continue, running an occupational exposure surveillance program and medical removal decisions, investigating a disease outbreak, or translating a clinical guideline (USPSTF, ACIP) into a program-level policy for a defined population. https://domainexperts.dev/roles/psychiatric-nurse-practitioner/ https://domainexperts.dev/roles/psychiatric-nurse-practitioner/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified Psychiatric-Mental Health Nurse Practitioner (PMHNP) — running a psychiatric intake or med-management visit, choosing or adjusting a psychotropic regimen, screening for bipolar spectrum before starting an antidepressant, stratifying suicide risk, or deciding when a case needs escalation to a collaborating psychiatrist or higher level of care. US practice default. A reasoning aid, not medical advice. https://domainexperts.dev/roles/psychiatric-technician/ https://domainexperts.dev/roles/psychiatric-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a psychiatric technician on an inpatient or residential behavioral-health unit — running milieu rounds and observation levels, scoring escalation risk and choosing a de-escalation response, deciding when a restraint/seclusion episode is and isn't justified, or distinguishing a medication side effect (akathisia, NMS) from psychiatric agitation. US practice default. A reasoning aid, not medical advice. https://domainexperts.dev/roles/psychiatrist/ https://domainexperts.dev/roles/psychiatrist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified psychiatrist — building a differential across psychiatric and medical causes, choosing or titrating a psychopharmacologic regimen, assessing suicide/violence risk and disposition, or reasoning through treatment resistance. A reasoning aid, not medical advice or a substitute for an actual evaluation. https://domainexperts.dev/roles/radiation-therapist/ https://domainexperts.dev/roles/radiation-therapist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a radiation therapist — evaluating a daily setup-imaging shift against protocol tolerance before delivering a fraction, reconciling cumulative delivered dose against the prescription at a chart-check milestone, grading an acute skin/mucosal reaction and deciding whether to escalate, or interpreting whether a trend across consecutive fractions signals anatomic change rather than routine setup variance. https://domainexperts.dev/roles/radiologic-technologist/ https://domainexperts.dev/roles/radiologic-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a radiologic technologist — selecting and adjusting exposure technique for a diagnostic X-ray, deciding whether an image is diagnostic or needs a repeat, positioning a trauma or non-ambulatory patient, or applying ALARA and shielding decisions during a radiographic exam. https://domainexperts.dev/roles/radiologist/ https://domainexperts.dev/roles/radiologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified diagnostic radiologist — classifying an incidental imaging finding against a validated follow-up guideline (Fleischner, BI-RADS, Lung-RADS, LI-RADS), triaging a finding for critical/urgent communication, structuring an actionable diagnostic report, or reasoning through a perceptual-error risk in image interpretation. US practice default (ACR practice parameters and appropriateness criteria). A reasoning aid, not medical advice. https://domainexperts.dev/roles/recreational-therapist/ https://domainexperts.dev/roles/recreational-therapist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Certified Therapeutic Recreation Specialist (CTRS) — writing or auditing a recreational-therapy goal, deciding whether a leisure/activity intervention counts as billable treatment versus diversion, grading an activity for a dementia or behavioral-health client who is disengaging, or planning discharge/community-reintegration handoff. https://domainexperts.dev/roles/respiratory-therapist/ https://domainexperts.dev/roles/respiratory-therapist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a respiratory therapist — titrating mechanical ventilator settings against ABG and plateau-pressure targets, running and interpreting a spontaneous breathing trial for extubation readiness, titrating supplemental oxygen in a chronic CO2 retainer, or troubleshooting a sudden ventilator alarm or desaturation at the bedside. https://domainexperts.dev/roles/sports-medicine-physician/ https://domainexperts.dev/roles/sports-medicine-physician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a sports medicine physician — clearing or restricting an athlete's return to play after injury or concussion, running a preparticipation cardiovascular screening, managing an on-field emergency (exertional heat stroke, sudden cardiac collapse, suspected spinal injury), diagnosing a bone stress injury or overtraining/RED-S presentation, or navigating team-physician conflict of interest against coach or parent pressure to clear an athlete early. https://domainexperts.dev/roles/surgical-assistant/ https://domainexperts.dev/roles/surgical-assistant/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Certified Surgical Assistant (CSA) working directly in the operative field under a surgeon's direct supervision — providing retraction and exposure, controlling hemostasis, driving the laparoscopic/robotic camera, harvesting a conduit (saphenous vein, radial artery), closing tissue layers, or deciding when an intraoperative finding is a "tell the surgeon now" event versus a correctable one. https://domainexperts.dev/roles/surgical-technologist/ https://domainexperts.dev/roles/surgical-technologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a Certified Surgical Technologist — setting up and defending a sterile field, resolving a sponge/sharp/instrument count discrepancy, sequencing instruments for a procedure from a preference card, deciding whether immediate-use steam sterilization is appropriate, or handling a surgical specimen at the field. https://domainexperts.dev/roles/urologist/ https://domainexperts.dev/roles/urologist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a board-certified urologist — working up microhematuria or an elevated PSA, deciding active surveillance versus treatment for localized prostate cancer, managing a kidney stone (medical expulsive therapy versus ureteroscopy versus PCNL), risk-stratifying a bladder tumor for BCG versus cystectomy, or triaging acute scrotal pain for possible torsion. US practice default (AUA/EAU guideline framework). A reasoning aid, not medical advice. https://domainexperts.dev/roles/veterinary-technician/ https://domainexperts.dev/roles/veterinary-technician/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a veterinary technician — calculating a drug or CRI dose and converting it to a pump rate, monitoring anesthetic depth and capnography/vital-sign trends during a procedure, staging periodontal disease from probe readings to decide scale-only vs. extraction referral, or selecting radiographic technique and positioning for a diagnostic-quality image. https://domainexperts.dev/roles/vision-rehabilitation-therapist/ https://domainexperts.dev/roles/vision-rehabilitation-therapist/ Sat, 11 Jul 2026 13:44:06 +0700 Use when a task needs the judgment of a vision rehabilitation therapist / orientation and mobility specialist / low vision therapist — running a functional vision assessment, sequencing long-cane or ADL skills training after vision loss, prescribing a low-vision optical or electronic device, or evaluating a client's readiness for street-crossing or bioptic-driving training. https://domainexperts.dev/roles/actor/ https://domainexperts.dev/roles/actor/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a professional Actor — breaking down sides for a self-tape audition, preparing a character choice for rehearsal, deciding between two conflicting bookings, reading a contract offer for scale vs. scale-plus terms, or diagnosing why callbacks aren't converting to bookings. https://domainexperts.dev/roles/audio-video-technician/ https://domainexperts.dev/roles/audio-video-technician/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of an audio and video technician — setting up and operating audio/video equipment for a live event (concert, conference, keynote, broadcast remote), coordinating wireless mic frequencies on site, diagnosing a live audio/video signal-chain failure during a show, or sequencing a load-in against a fixed doors-open deadline. https://domainexperts.dev/roles/author/ https://domainexperts.dev/roles/author/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a professional author — drafting or structurally revising a novel or narrative-nonfiction manuscript, writing a query letter or book proposal, evaluating a publishing contract's royalty and rights terms, or diagnosing why a manuscript is getting rejected. https://domainexperts.dev/roles/broadcast-announcer/ https://domainexperts.dev/roles/broadcast-announcer/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a radio broadcast announcer or on-air disc jockey — backtiming a live break against a hard network join or legal ID, deciding what to cut when a caller or breaking-news read runs long, judging FCC indecency/EAS exposure on live content, structuring a voice-tracked shift so it doesn't read as canned, or diagnosing why a daypart's PPM numbers are sliding. https://domainexperts.dev/roles/broadcast-program-director/ https://domainexperts.dev/roles/broadcast-program-director/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Broadcast Program Director — diagnosing a ratings-book decline into cume vs. TSL causes, deciding whether a format flip is warranted versus a clock/rotation fix, setting spot-load and stopset structure against sales pressure, or clearing content through standards-and-practices and FCC compliance review. https://domainexperts.dev/roles/broadcast-technical-director/ https://domainexperts.dev/roles/broadcast-technical-director/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Media Technical Director/Manager — calling a live broadcast switcher and owning the technical readiness sign-off, designing router/path redundancy and PTP failover for an IP production, resolving a timecode or loudness compliance defect found in rehearsal, or running the post-incident review after an on-air technical failure. https://domainexperts.dev/roles/broadcast-technician/ https://domainexperts.dev/roles/broadcast-technician/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Broadcast Technician — diagnosing a transmitter power/VSWR alarm, triaging an EAS (Emergency Alert System) relay failure, chasing a loudness-compliance complaint back to its source, or building the redundancy/failover plan for a master-control or transmitter site. https://domainexperts.dev/roles/camera-operator/ https://domainexperts.dev/roles/camera-operator/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Camera Operator (television, video, or film) — deciding how to physically execute a director/DP's shot on a moving or stabilized platform, reframing live for unpredictable subject movement, protecting a frame for multi-format delivery, or diagnosing why a take got flagged for reshoot. https://domainexperts.dev/roles/casting-director/ https://domainexperts.dev/roles/casting-director/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Casting Director — writing and placing a casting breakdown, triaging audition submissions into a shortlist, negotiating an actor's quote and billing against an episodic budget, running a chemistry read for a lead pairing, or structuring a test-option deal for a series regular. https://domainexperts.dev/roles/choreographer/ https://domainexperts.dev/roles/choreographer/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a choreographer — building and teaching a dance number against a rehearsal-hour budget, staging repertory under a trust/estate's licensing rules, planning a tech-week spacing and cueing schedule, or diagnosing why a piece isn't reading from the audience. https://domainexperts.dev/roles/craft-artist/ https://domainexperts.dev/roles/craft-artist/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Craft Artist — pricing a handmade piece for retail, wholesale, or consignment, deciding whether to accept a gallery or boutique's terms, preparing a jury submission for a craft show, handling a wholesale account that stopped reordering, or repricing a line after a material-cost move. https://domainexperts.dev/roles/dancer/ https://domainexperts.dev/roles/dancer/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a professional dancer — preparing for a company audition, managing rehearsal load against injury risk, deciding whether to dance through pain or report it, negotiating a casting or return-to-dance plan with a rehearsal director, or critiquing a performance for technical and artistic fidelity to the choreography. https://domainexperts.dev/roles/dj/ https://domainexperts.dev/roles/dj/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a working disc jockey — building or troubleshooting an open-format club or wedding set, reading a dance floor that's emptying, sequencing transitions by key and phrase, negotiating a mobile-DJ contract, or planning gear redundancy for a live paid event. https://domainexperts.dev/roles/fine-artist/ https://domainexperts.dev/roles/fine-artist/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a fine artist — pricing and raising prices on a body of work, evaluating a gallery representation or consignment offer, structuring a studio practice and production schedule, deciding whether to license or waive moral rights on a piece, or writing an artist statement or grant application that a juror won't skim past. https://domainexperts.dev/roles/lighting-technician/ https://domainexperts.dev/roles/lighting-technician/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a lighting technician — planning power distribution and phase balance for a lighting rig, patching and addressing DMX fixtures across universes, checking a rigging point's load against its working load limit before a hang, or troubleshooting a fixture, cue, or followspot failure during tech or a live show. https://domainexperts.dev/roles/music-director-composer/ https://domainexperts.dev/roles/music-director-composer/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a Music Director/Composer — spotting and scoring a film or TV cue against picture, budgeting a recording session or rehearsal cycle against a fixed number of union services, programming a concert or season against rental and rehearsal-time constraints, or reviewing a scoring/licensing deal for backend royalty exposure. https://domainexperts.dev/roles/musician/ https://domainexperts.dev/roles/musician/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a working musician or singer — evaluating a gig offer (guarantee vs. door deal), structuring song/royalty splits before release, protecting vocal or hearing health under a heavy performance schedule, reading a booking/management/label contract, or deciding how to spend limited practice time. https://domainexperts.dev/roles/poet-lyricist/ https://domainexperts.dev/roles/poet-lyricist/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a working poet or lyricist — drafting and revising a poem or song lyric for sound and compression, deciding where and how to submit work to literary magazines or collaborators, negotiating songwriting splits or publication rights, or reading workshop feedback for signal versus noise. https://domainexperts.dev/roles/professional-athlete/ https://domainexperts.dev/roles/professional-athlete/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a professional or elite competitive athlete — planning a training block around a competition date, deciding whether to return to play after injury, reading fatigue/recovery data to adjust load, or evaluating a contract or endorsement deal against a short career window. https://domainexperts.dev/roles/sports-coach/ https://domainexperts.dev/roles/sports-coach/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a sports coach or team scout — grading a recruit or transfer-portal target against roster need, building a weekly practice/training plan, deciding whether to rest or clear an injured player, or setting a depth chart under a talent evaluation disagreement. https://domainexperts.dev/roles/sports-official/ https://domainexperts.dev/roles/sports-official/ Sat, 11 Jul 2026 13:09:39 +0700 Use when a task needs the judgment of a sports official (umpire, referee, or crew chief) — ruling on a bang-bang or judgment-call play, running a video/monitor review under a time budget, de-escalating a coach or player argument, calibrating a crew's positioning and coverage areas, or writing a postgame incident report. https://domainexperts.dev/roles/adapted-physical-education-specialist/ https://domainexperts.dev/roles/adapted-physical-education-specialist/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of an Adapted Physical Education Specialist — writing a legally-defensible PE present level and annual goal from motor/fitness assessment data, choosing the right test battery and alternate items for a student's mobility profile, recommending a placement step on the PE least-restrictive-environment continuum, or distinguishing a motor/balance deficit from a behavioral avoidance pattern. https://domainexperts.dev/roles/art-drama-music-professor-postsecondary/ https://domainexperts.dev/roles/art-drama-music-professor-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Postsecondary Art, Drama, or Music Professor — diagnosing a jury/crit score that contradicts a semester of formative work, building a studio-art or performance tenure dossier around exhibitions and productions instead of publications, staffing applied one-on-one lessons or crit sections between adjuncts and full-time faculty, running a structured critique, or deciding whether a failed barrier jury means a change of major. https://domainexperts.dev/roles/career-technical-education-teacher-postsecondary/ https://domainexperts.dev/roles/career-technical-education-teacher-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Career/Technical Education Teacher, Postsecondary — defending a shrinking trade or health-science program against a cutback decision, backward-mapping a shop or lab curriculum to an industry credential's exam blueprint, resolving a competency-based grading dispute where a passing average hides a failed safety check-off, or setting the terms of an advisory-committee review or work-based-learning placement. https://domainexperts.dev/roles/communications-teacher-postsecondary/ https://domainexperts.dev/roles/communications-teacher-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Communications Teacher, Postsecondary — designing or norming a multi-section basic public-speaking course, resolving a cross-rater grading discrepancy on a speech rubric, screening for and accommodating communication apprehension, or choosing a rhetorical-criticism method for a media-analysis assignment. https://domainexperts.dev/roles/criminal-justice-teacher-postsecondary/ https://domainexperts.dev/roles/criminal-justice-teacher-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Criminal Justice and Law Enforcement Teacher, Postsecondary — grading or defending a crime-trend assignment that must distinguish rate from raw count, mapping a CJ curriculum against ACJS certification standards or a state POST lesson-plan hour requirement, screening a student research protocol involving parolees, probationers, or incarcerated subjects for IRB Subpart C, or setting the liability and confidentiality terms for a ride-along or corrections practicum placement. https://domainexperts.dev/roles/cte-teacher/ https://domainexperts.dev/roles/cte-teacher/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Career/Technical Education (CTE) Secondary School Teacher — deciding whether a student is authorized to run a piece of shop equipment, diagnosing a Perkins V industry-credential attainment gap, placing a student into a work-based learning slot, resolving an articulation-credit dispute with a partner college, or triaging a CTSO competition-prep versus baseline-instruction time conflict. https://domainexperts.dev/roles/curator/ https://domainexperts.dev/roles/curator/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a museum or gallery curator — evaluating whether to accept a donated collection or object, writing an acquisition or deaccession recommendation, resolving a provenance or repatriation question, deciding a loan request, or drafting exhibition label copy. https://domainexperts.dev/roles/education-professor/ https://domainexperts.dev/roles/education-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a tenure-track/tenured Education Professor in a teacher-preparation program — designing a licensure course unit against InTASC/CAEP standards, deciding whether a candidate's borderline edTPA score needs a targeted or full retake, triaging a failing student-teaching placement, or assembling CAEP self-study evidence for reaccreditation. https://domainexperts.dev/roles/english-literature-professor/ https://domainexperts.dev/roles/english-literature-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of an English Language and Literature Professor — backward-designing a first-year composition or literature syllabus against a shared outcomes rubric, deciding whether an AI-detection or plagiarism flag on a student essay warrants an integrity case, reading where a tenure case's monograph actually sits in a university press's pipeline, or handling a content complaint about an assigned literary text. https://domainexperts.dev/roles/extension-educator/ https://domainexperts.dev/roles/extension-educator/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Cooperative Extension educator — designing a farm, family/consumer-sciences, or 4-H education program, defending a county appropriation with impact data, choosing whether to adapt a research-validated curriculum, building a volunteer delivery model, or writing an evaluation plan that goes beyond attendance and satisfaction. https://domainexperts.dev/roles/family-consumer-sciences-teacher-postsecondary/ https://domainexperts.dev/roles/family-consumer-sciences-teacher-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Family and Consumer Sciences Teacher, Postsecondary — mapping an FCS teacher-education curriculum to state/national content standards, diagnosing a Praxis licensure pass-rate drop, preparing a CAFCS or CAEP accreditation self-study, or sequencing a methods course that also trains pre-service teachers to run FCCLA STAR Events. https://domainexperts.dev/roles/foreign-language-literature-professor/ https://domainexperts.dev/roles/foreign-language-literature-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Foreign Language and Literature Professor — building a program-review case for a language major facing enrollment scrutiny, validating or fixing a placement-test cut score, tracking majors against an ACTFL proficiency benchmark before graduation or student teaching, structuring a tenure case that spans language-pedagogy and literary scholarship, or redesigning a two-tiered language/literature curriculum into an integrated sequence. https://domainexperts.dev/roles/health-sciences-professor/ https://domainexperts.dev/roles/health-sciences-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Health Sciences Professor teaching in an accredited health-professions program (nursing, allied health, pharmacy, dental hygiene, veterinary technology, or medical-school basic sciences) — diagnosing a licensure/board pass-rate drop, sizing a clinical-hours-to-simulation substitution, negotiating clinical placement capacity against cohort size, responding to a specialized-accreditor citation, or resolving a clinician-educator's teaching-vs-clinical effort conflict. https://domainexperts.dev/roles/history-teacher-postsecondary/ https://domainexperts.dev/roles/history-teacher-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a History Teacher, Postsecondary — deciding coverage vs. depth for a survey syllabus vs. an upper-division seminar, grading a primary-source research paper for thesis strength and citation integrity, verifying a suspicious or fabricated quote/citation in a student paper, or building a document-based sourcing exercise for a lower-division survey. https://domainexperts.dev/roles/kindergarten-teacher/ https://domainexperts.dev/roles/kindergarten-teacher/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Kindergarten Teacher — interpreting an early-literacy screener (letter-sound, phoneme segmentation) and deciding on Tier 2 intervention, evaluating a retention or redshirting question at year-end, planning whole-group instruction sized to a five-year-old's attention span, writing a kindergarten-entry or end-of-year parent conference summary, or triaging whether a behavior signal is a Child Find/IEP referral or a typical self-regulation gap. https://domainexperts.dev/roles/kinesiology-professor/ https://domainexperts.dev/roles/kinesiology-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Kinesiology / Recreation and Fitness Studies Postsecondary Professor — deciding whether to proceed with a lab fitness assessment or exercise test under current ACSM screening rules, building or defending a CAAHEP/CoAES self-study outcomes report, vetting a practicum or internship placement site, calibrating a psychomotor skills check-off across multiple lab sections, or resolving a classroom dispute over a settled-vs-open exercise-science claim. https://domainexperts.dev/roles/law-professor/ https://domainexperts.dev/roles/law-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Law Professor — designing a 1L doctrinal course with a Socratic/case-method cold-call policy, evaluating a bar-passage risk against ABA accreditation standards, deciding where and how to place a law review article, or navigating tenure or contract-renewal review across the doctrinal, clinical, and legal-writing faculty tracks. https://domainexperts.dev/roles/library-science-professor/ https://domainexperts.dev/roles/library-science-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Library Science Professor (postsecondary LIS/iSchool faculty) — responding to an ALA accreditation site-visit finding, redesigning a required course after section pass rates diverge, allocating pre-tenure time across research/teaching/service, calibrating adjunct-taught sections against a shared rubric, or mapping curriculum to the ALA Core Competences of Librarianship. https://domainexperts.dev/roles/library-technician/ https://domainexperts.dev/roles/library-technician/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Library Technician — evaluating whether an OCLC copy-cataloging match is safe to accept, triaging an interlibrary loan request or lending dispute, deciding when a late serial issue crosses into claim territory, or routing a cataloging/circulation edge case to the supervising librarian instead of guessing. https://domainexperts.dev/roles/middle-school-cte-teacher/ https://domainexperts.dev/roles/middle-school-cte-teacher/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Middle School Career/Technical Education Teacher — running day-one equipment safety certification for a new rotation cohort, backward-designing a compressed 6-9 week exploratory unit around one deliverable, separating career-interest signal data from skill-mastery grades, matching a CTSO (TSA/FCCLA) competitive event to what a cohort actually practiced, or telling a parent or counselor accurately what a completed rotation does and doesn't count toward under Perkins V. https://domainexperts.dev/roles/middle-school-teacher/ https://domainexperts.dev/roles/middle-school-teacher/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Middle School Teacher — reading a cross-subject data pattern from an interdisciplinary team meeting, deciding whether a zero or grade drop reflects a mastery gap or an executive-function/compliance gap, designing an advisory period or interdisciplinary unit, ruling on a redo/retake request, or writing a parent progress note grounded in team data. https://domainexperts.dev/roles/museum-conservator/ https://domainexperts.dev/roles/museum-conservator/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a museum conservator — writing a condition report or treatment proposal, deciding whether damage warrants intervention, setting environmental (RH/temperature/light) parameters for a gallery or storage area, responding to a pest sighting or mold outbreak, or triaging a loan-incoming or disaster-recovery condition check. https://domainexperts.dev/roles/nursing-professor/ https://domainexperts.dev/roles/nursing-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Nursing Professor (Postsecondary) — building a clinical-judgment-aligned test blueprint, root-causing an NCLEX-RN pass-rate decline before a Board of Nursing review, resolving a high-stakes exit-exam progression dispute, writing a corrective action plan for a CCNE or ACEN accreditation cycle, or deciding whether a clinical group's staffing violates the state ratio cap. https://domainexperts.dev/roles/philosophy-religion-professor/ https://domainexperts.dev/roles/philosophy-religion-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Philosophy and Religion Professor (Postsecondary) — backward-designing a comparative-religion or ethics syllabus, responding to a bias or proselytizing complaint under academic-freedom and Establishment Clause norms, grading a philosophy paper's argument reconstruction, or deciding whether to keep competing for a scarce tenure-track opening versus pivot off the market. https://domainexperts.dev/roles/self-enrichment-instructor/ https://domainexperts.dev/roles/self-enrichment-instructor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Self-Enrichment Instructor — pricing and setting the break-even enrollment for a hobby/craft/movement class, designing a session-1 lesson so a mixed-skill adult cohort re-books, deciding whether to run, combine, or cancel an under-enrolled section, writing a studio's cancellation/no-show policy, or drawing the line on liability and scope for a non-credentialed class. https://domainexperts.dev/roles/social-work-professor/ https://domainexperts.dev/roles/social-work-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a tenure-track/tenured Social Work Professor in a CSWE-accredited BSW/MSW program — designing or mapping a practice course to EPAS competencies, deciding whether a field placement or agency partnership is accreditation-safe, weighing a field-liaison/service load against a tenure clock, or sizing program enrollment against field-education capacity. https://domainexperts.dev/roles/sociology-professor/ https://domainexperts.dev/roles/sociology-professor/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Sociology Professor — deciding how to evaluate a book-track versus article-track tenure file, scoping an IRB filing for ethnographic or interview fieldwork, designing a syllabus unit on a stratification topic (race, gender, class) without manufacturing false balance on settled findings, or triaging a journal desk rejection at a top generalist outlet. https://domainexperts.dev/roles/special-education-paraeducator/ https://domainexperts.dev/roles/special-education-paraeducator/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a special education paraeducator — fading a prompt so a student doesn't become dependent on adult help, choosing a data-collection method for an IEP goal, deciding whether a refusal is a skill deficit or a behavior function, de-escalating a student before a behavior becomes a safety event, or writing a same-day data note for the case manager. https://domainexperts.dev/roles/substitute-teacher/ https://domainexperts.dev/roles/substitute-teacher/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a Short-Term Substitute Teacher — verifying an unfamiliar classroom's plans and safety information on arrival, deciding what to do when posted lesson plans don't fill the period, running a compressed behavior-escalation ladder with no relationship capital, or writing a handoff note the returning teacher can act on without a follow-up conversation. https://domainexperts.dev/roles/teaching-assistant/ https://domainexperts.dev/roles/teaching-assistant/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a K-12 teaching assistant — running a small-group rotation under a teacher's lesson plan, deciding how much to prompt a struggling student versus stepping back, logging behavior or academic data for an IEP/504 team, or handling a hallway or recess incident before it escalates. https://domainexperts.dev/roles/teaching-assistant-postsecondary/ https://domainexperts.dev/roles/teaching-assistant-postsecondary/ Sat, 11 Jul 2026 12:53:50 +0700 Use when a task needs the judgment of a postsecondary teaching assistant — leading a discussion or lab section, grading and norming a rubric across TAs, triaging a grade dispute or appeal, deciding whether a student disclosure triggers a Title IX report, or handling an academic-integrity incident during an exam. https://domainexperts.dev/roles/agricultural-sciences-professor/ https://domainexperts.dev/roles/agricultural-sciences-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a tenure-track or tenured Agricultural Sciences faculty member at a land-grant university — deciding whether to submit a grant this cycle versus wait, allocating time across the teaching/research/extension appointment split, diagnosing a stalled graduate student or field trial, or drafting a tenure-and-promotion dossier narrative. https://domainexperts.dev/roles/anthropology-archaeology-professor/ https://domainexperts.dev/roles/anthropology-archaeology-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a postsecondary Anthropology or Archaeology professor — designing a gen-ed or major-track course, building a tenure or promotion dossier, defending a department against an enrollment-driven program review, mentoring a graduate student's fieldwork grant application, or writing an IRB/NAGPRA-compliant fieldwork plan. https://domainexperts.dev/roles/area-ethnic-cultural-studies-professor/ https://domainexperts.dev/roles/area-ethnic-cultural-studies-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of an Area, Ethnic, or Cultural Studies Professor — designing a joint-appointment course load across two departments, prepping a tenure or mid-tenure review file for interdisciplinary scholarship, deciding whether a course survives an enrollment or political-pressure threat, evaluating community-engaged research for a merit case, or writing a Title VI/FLAS-adjacent grant narrative. https://domainexperts.dev/roles/biology-professor/ https://domainexperts.dev/roles/biology-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a Biology Professor at a research university — writing or defending an NIH/NSF grant budget, deciding authorship order on a paper, navigating an IACUC or biosafety protocol, mentoring a PhD student through a stalled project, or converting a course when active-learning data doesn't match student pushback. https://domainexperts.dev/roles/computer-science-professor/ https://domainexperts.dev/roles/computer-science-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a Postsecondary Computer Science Professor — diagnosing why a course's DFW (D/F/withdraw) rate spiked, redesigning an intro programming course's assessment structure, staffing TAs and grading load for a large course, deciding what to prioritize pre-tenure, running an academic-integrity (MOSS similarity) investigation, or mapping a curriculum change against ABET student outcomes. https://domainexperts.dev/roles/economics-teacher-postsecondary/ https://domainexperts.dev/roles/economics-teacher-postsecondary/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of an Economics Teacher, Postsecondary — designing an intro micro/macro sequence for a mostly-terminal non-major audience, diagnosing a miskeyed or poorly discriminating exam item, calibrating TA grading on graphical or free-response problem sets, or investigating a spike in homework answers matching an online solution bank. https://domainexperts.dev/roles/engineering-professor/ https://domainexperts.dev/roles/engineering-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of an Engineering Teacher, Postsecondary — diagnosing a spike in a gatekeeper course's D/F/W rate, running a capstone design course with an industry sponsor, closing the loop on an ABET student-outcome assessment, or building a tenure/promotion teaching-effectiveness case beyond raw student evaluation scores. https://domainexperts.dev/roles/environmental-science-professor/ https://domainexperts.dev/roles/environmental-science-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of an Environmental Science Professor — deciding whether a field exercise crosses a weather/safety cancel threshold, building an NSF/EPA proposal budget, normalizing an interdisciplinary tenure case against the right benchmark, checking whether a mixed-methods field project needs IRB review, or handling a politically charged classroom topic without losing academic-freedom footing. https://domainexperts.dev/roles/forestry-conservation-teacher-postsecondary/ https://domainexperts.dev/roles/forestry-conservation-teacher-postsecondary/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a Forestry and Conservation Science Teacher, Postsecondary — designing or defending a field-lab safety plan, mapping a forestry curriculum against SAF accreditation standards, grading a forest-mensuration or silviculture field report, or reconciling a McIntire-Stennis research-capacity budget. https://domainexperts.dev/roles/geoscience-professor/ https://domainexperts.dev/roles/geoscience-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a postsecondary Atmospheric, Earth, Marine, and Space Sciences professor — allocating limited semester effort across teaching, research, and service ahead of a tenure or promotion review, redesigning an intro gen-ed course around documented student misconceptions, timing an NSF GEO grant submission against a grad student's funding cliff, or setting a field course's safety protocol before enrollment opens. https://domainexperts.dev/roles/math-teacher-postsecondary/ https://domainexperts.dev/roles/math-teacher-postsecondary/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a postsecondary math instructor — diagnosing why a gateway course's DFW rate is high, grading a proof for logical validity, norming a rubric across TAs on a multi-section common exam, or deciding a placement or corequisite-support call for an underprepared student. https://domainexperts.dev/roles/physics-teacher-postsecondary/ https://domainexperts.dev/roles/physics-teacher-postsecondary/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a Postsecondary Physics Teacher — designing or fixing a unit using concept-inventory data (FCI/CSEM), writing a peer-instruction ConcepTest sequence, building a rubric that separates physics reasoning from algebra execution, deciding a lab-safety call, or arguing a curriculum change from gain data rather than exam averages. Narrower than postsecondary-educator (subject-agnostic syllabus/rubric/appeal craft) — this file is the physics-specific research base: concept inventories, documented misconception clusters, and physical lab hazards a generic teaching-craft file doesn't cover. https://domainexperts.dev/roles/political-science-professor/ https://domainexperts.dev/roles/political-science-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a Political Science Professor — backward-designing a course syllabus from learning objectives, navigating a classroom controversy or bias complaint under academic-freedom norms, interpreting a swing in student evaluations before a reappointment or tenure review, or deciding how to respond to a journal desk rejection versus a revise-and-resubmit. https://domainexperts.dev/roles/psychology-professor/ https://domainexperts.dev/roles/psychology-professor/ Sat, 11 Jul 2026 12:34:20 +0700 Use when a task needs the judgment of a tenure-track/tenured Psychology Professor — deciding whether a student's or your own "significant" finding is trustworthy before it's submitted, designing a course around retrieval practice instead of coverage, allocating a semester's time across the tenure-clock's research/teaching/service pillars, or handling an IRB amendment or authorship dispute. https://domainexperts.dev/roles/health-education-specialist/ https://domainexperts.dev/roles/health-education-specialist/ Sat, 11 Jul 2026 01:49:45 +0700 Use when a task needs the judgment of a Health Education Specialist — diagnosing low participation or completion in a health promotion program, designing a PRECEDE-PROCEED needs assessment and logic model, writing SMART objectives and a RE-AIM evaluation plan for a grant, or reviewing patient/community materials against health-literacy and behavior-change standards. https://domainexperts.dev/roles/human-services-assistant/ https://domainexperts.dev/roles/human-services-assistant/ Sat, 11 Jul 2026 01:49:45 +0700 Use when a task needs the judgment of a Human Services Assistant — screening a client's eligibility for public benefits or emergency assistance, triaging a walk-in request against a broader unmet-needs picture, deciding whether a disclosure or no-show pattern requires escalation to a supervising social worker, running a coordinated-entry or VI-SPDAT-style intake, or facilitating a psychoeducation/support group under agency ground rules. https://domainexperts.dev/roles/mental-health-substance-abuse-social-worker/ https://domainexperts.dev/roles/mental-health-substance-abuse-social-worker/ Sat, 11 Jul 2026 01:49:45 +0700 Use when a task needs the judgment of a Mental Health and Substance Abuse Social Worker — routing a co-occurring client to integrated vs. sequential treatment using the severity quadrant, testing a crisis presentation against a civil-commitment standard, deciding what a 42 CFR Part 2 disclosure requires versus a routine HIPAA release, building a discharge/transition plan that verifies entitlements and housing rather than just referring, or matching case-management intensity (ACT vs. standard) to hospitalization and stability history. https://domainexperts.dev/roles/religious-education-director/ https://domainexperts.dev/roles/religious-education-director/ Sat, 11 Jul 2026 01:49:45 +0700 Use when a task needs the judgment of a Religious Education Director — vetting a curriculum against denominational doctrine before adopting it, right-sizing a volunteer teacher corps to committed capacity, writing or auditing a child-safety/background-check policy, or building an education-ministry budget case for a finance committee or board. https://domainexperts.dev/roles/agricultural-technician/ https://domainexperts.dev/roles/agricultural-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of an Agricultural Technician — designing a soil, tissue, or seed sampling plan, interpreting pest scouting counts against an economic threshold, calibrating spray/seeding equipment, or troubleshooting a field data discrepancy before it reaches the agronomist or scientist who acts on it. https://domainexperts.dev/roles/biological-technician/ https://domainexperts.dev/roles/biological-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Biological Technician — troubleshooting a failed assay or contaminated culture, deciding whether a batch of lab data is trustworthy enough to report, auditing a bench's SOP/QC discipline, or diagnosing calibration and reagent-lot problems behind inconsistent results. https://domainexperts.dev/roles/chemical-technician/ https://domainexperts.dev/roles/chemical-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Chemical Technician — running a routine or non-routine lab analysis under an SOP, reading a control chart or calibration-check trend for drift, deciding whether to release, hold, or escalate a QC result, troubleshooting an instrument or reagent problem on the bench, or handling chain-of-custody and hazardous-chemical storage/documentation. https://domainexperts.dev/roles/climate-policy-analyst/ https://domainexperts.dev/roles/climate-policy-analyst/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a climate change policy analyst — evaluating a proposed emissions rule's cost-benefit case, comparing carbon-pricing instruments (tax vs. cap-and-trade), drafting regulatory comment letters or legislative issue briefs, or assessing whether a climate proposal survives legal/political feasibility review. https://domainexperts.dev/roles/clinical-neuropsychologist/ https://domainexperts.dev/roles/clinical-neuropsychologist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a board-certified Clinical Neuropsychologist — building a neuropsychological battery to localize a brain-behavior deficit, adjudicating performance validity before interpreting any cognitive score, distinguishing a dementia subtype or mTBI sequela from a psychiatric or malingering cause, or writing a forensic, pre-surgical (epilepsy/tumor), or serial-retest report. https://domainexperts.dev/roles/environmental-economist/ https://domainexperts.dev/roles/environmental-economist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of an Environmental Economist — valuing a non-market environmental good (clean air, a wetland, an endangered species) for a benefit-cost analysis, building a regulatory impact analysis (RIA) for a pollution rule, sizing natural resource damages after a spill or contamination event, or picking a discount rate for a policy with cost and benefit streams decades apart. https://domainexperts.dev/roles/environmental-health-specialist/ https://domainexperts.dev/roles/environmental-health-specialist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of an Environmental Health Specialist (Registered Sanitarian) — classifying a food-establishment temperature violation as critical vs. priority-foundation, determining pool closure and hyperchlorination protocol after a fecal/vomit incident, evaluating a septic percolation test against site-limiting conditions, deciding whether a complaint pattern meets the threshold for an outbreak investigation, or issuing an imminent-health-hazard closure. https://domainexperts.dev/roles/environmental-restoration-planner/ https://domainexperts.dev/roles/environmental-restoration-planner/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of an Environmental Restoration Planner — screening or comparing CERCLA/RCRA remedial alternatives against the nine evaluation criteria, building a life-cycle cost estimate for a Feasibility Study, scoping a stream or wetland restoration design against a reference reach, sizing compensatory mitigation credits, drafting a Statement of Work or Remedial Action Work Plan, or scoping a Five-Year Review for a site with land-use controls in place. https://domainexperts.dev/roles/food-science-technician/ https://domainexperts.dev/roles/food-science-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Food Science Technician — troubleshooting an out-of-spec lab result before it triggers a batch hold, verifying instrument calibration mid-run, executing HACCP CCP or environmental (Listeria) monitoring per SOP, or running and interpreting a sensory difference test. https://domainexperts.dev/roles/forest-conservation-technician/ https://domainexperts.dev/roles/forest-conservation-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Forest and Conservation Technician — running a prism (BAF) timber cruise plot and resolving borderline tree calls, relocating and remeasuring a permanent inventory plot, laying out a fuel-load transect or forest-health/pest survey, taking an increment core to age or growth-check a stand, or QA-checking field data before it enters the inventory database. https://domainexperts.dev/roles/geological-technician/ https://domainexperts.dev/roles/geological-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Geological Technician — logging drill core and computing RQD, running or reviewing an exploration QAQC sample-insertion scheme (blanks/duplicates/standards), describing and classifying a soil or rock sample against ASTM criteria, or flagging a field data-quality problem (low core recovery, instrument drift, chain-of-custody break) for the geologist of record. https://domainexperts.dev/roles/historian/ https://domainexperts.dev/roles/historian/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a historian — evaluating whether a primary source can bear the weight of a claim, reconciling conflicting accounts of an event, determining National Register of Historic Places eligibility for a property, structuring an oral-history interview and consent process, or building a historiography-grounded argument for peer review. https://domainexperts.dev/roles/hydrologic-technician/ https://domainexperts.dev/roles/hydrologic-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Hydrologic Technician — taking and computing a streamflow (discharge) measurement, deciding whether a rating curve needs a shift, siting or servicing a stream gage, running field water-quality calibration and sampling, or triaging a suspect record before it's published. https://domainexperts.dev/roles/industrial-ecologist/ https://domainexperts.dev/roles/industrial-ecologist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of an Industrial Ecologist — scoping and running a life-cycle assessment (LCA), evaluating a byproduct-exchange or industrial-symbiosis proposal, auditing a recycled-content or "circular economy" claim, or building a facility- or regional-scale material/energy flow analysis (MFA). https://domainexperts.dev/roles/neuropsychologist/ https://domainexperts.dev/roles/neuropsychologist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a doctoral-level Clinical Neuropsychologist — designing a test battery for a dementia/TBI/epilepsy referral, checking whether a cognitive profile is valid before trusting it, interpreting a score pattern for brain-behavior localization, applying a reliable-change calculation to serial testing, or writing a neuropsychological evaluation report a neurologist or court can act on. https://domainexperts.dev/roles/nuclear-monitoring-technician/ https://domainexperts.dev/roles/nuclear-monitoring-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Nuclear Monitoring Technician — converting a raw survey meter count into a dpm/100cm2 or dose-rate result against an action level, deciding whether a "not detected" reading actually clears an item given the instrument's MDA, calculating stay time from an actual dose-rate survey map rather than an RWP estimate, or judging whether a CAM alarm needs an independent grab-sample count before it's dismissed. https://domainexperts.dev/roles/nuclear-technician/ https://domainexperts.dev/roles/nuclear-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Nuclear Technician — planning a radiation work permit's stay-time and dose budget, telling a contamination problem apart from an exposure-rate problem, responding to a frisker or air-sample alarm, deciding whether a posted survey is still valid before letting someone enter, or reading dosimetry/bioassay results against ALARA administrative levels. https://domainexperts.dev/roles/occupational-health-safety-technician/ https://domainexperts.dev/roles/occupational-health-safety-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of an occupational health and safety technician — calibrating and deploying air/noise sampling equipment, running a quantitative or qualitative respirator fit test, calculating an exposure result from raw pump/lab data and validating it against QC criteria, building a defensible chain-of-custody package, or deciding whether a field data point is usable or must be voided and redone. Distinct from an occupational-health-safety-specialist (19-5011.00), who designs the sampling strategy and the control program; this role executes the sampling plan and owns whether the resulting data would survive an audit. https://domainexperts.dev/roles/park-naturalist/ https://domainexperts.dev/roles/park-naturalist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a park naturalist — designing or revising an interpretive program (guided walk, campfire talk, Junior Ranger activity), deciding how to handle a wildlife or invasive-species encounter during a program, setting group-size or buffer-distance limits for a public event near sensitive resources, or drafting interpretive signage/text. https://domainexperts.dev/roles/political-scientist/ https://domainexperts.dev/roles/political-scientist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Political Scientist — reading a public-opinion poll or forecast for what it actually supports, designing a comparative or quasi-experimental study of an institutional or policy question, checking whether an aggregate political pattern licenses the individual-level claim being made about it, or writing a policy-relevant readout that separates statistical significance from political significance. https://domainexperts.dev/roles/precision-agriculture-technician/ https://domainexperts.dev/roles/precision-agriculture-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Precision Agriculture Technician — calibrating a yield monitor or RTK guidance system, choosing a soil-sampling or management-zone strategy, building and validating a variable-rate prescription file for a controller, diagnosing yield-map or as-applied data errors, or troubleshooting an ISOBUS/rate-controller integration issue. https://domainexperts.dev/roles/quality-control-analyst/ https://domainexperts.dev/roles/quality-control-analyst/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Quality Control Analyst — investigating an out-of-specification (OOS) or out-of-trend (OOT) lab result, deciding whether to invalidate a result or escalate an investigation, reading a control chart for a special-cause signal, checking whether a sampling plan actually supports a lot-disposition call, or reviewing a batch record/CoA for a data-integrity gap. https://domainexperts.dev/roles/range-manager/ https://domainexperts.dev/roles/range-manager/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Range Manager — setting or adjusting permitted AUMs against actual forage production, assessing rangeland health or riparian proper functioning condition, scoping a grazing allotment management plan or annual operating instructions, or diagnosing whether a rangeland site has crossed an ecological threshold that requires restoration rather than rest. https://domainexperts.dev/roles/remote-sensing-scientist/ https://domainexperts.dev/roles/remote-sensing-scientist/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Remote Sensing Scientist — choosing a sensor and correction chain for a monitoring program, running an atmospheric or geometric correction before trusting a spectral index, designing a classification accuracy assessment with a defensible confidence interval, or explaining why a mapped change area is biased and what the corrected number is. https://domainexperts.dev/roles/remote-sensing-technician/ https://domainexperts.dev/roles/remote-sensing-technician/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Remote Sensing Technician — planning a UAS or airborne acquisition against a stated accuracy spec, running a radiometric/geometric correction chain in the correct order, quality-checking an orthomosaic or LiDAR-derived DEM against control before delivery, root-causing a checkpoint or band-misregistration failure, or deciding whether a sensor calibration file is still current enough to fly. https://domainexperts.dev/roles/social-science-research-assistant/ https://domainexperts.dev/roles/social-science-research-assistant/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Social Science Research Assistant — checking inter-rater reliability on qualitative coding before it scales, drafting or amending an IRB protocol/consent script, cleaning and de-identifying a participant dataset, or triaging a literature-review search strategy against a PI's deadline. https://domainexperts.dev/roles/transportation-planner/ https://domainexperts.dev/roles/transportation-planner/ Sat, 11 Jul 2026 01:37:24 +0700 Use when a task needs the judgment of a Transportation Planner — assembling or fiscally constraining a Metropolitan Transportation Plan (MTP) or TIP project list, scoring and prioritizing capital projects against adopted criteria, validating a travel demand model against traffic counts, running an environmental-justice/Title VI benefits-burdens check on a project list, or writing a corridor study's purpose-and-need statement ahead of NEPA. https://domainexperts.dev/roles/textile-cutting-machine-operator/ https://domainexperts.dev/roles/textile-cutting-machine-operator/ Fri, 10 Jul 2026 23:40:33 +0700 Use when a task needs the judgment of a Textile Cutting Machine Operator — calculating actual marker efficiency percentage rather than judging a layout by visual impression, setting ply height to the fabric/equipment-specific accuracy limit rather than maximum physical capacity, allowing documented fabric relaxation time before cutting, or maintaining consistent orientation across a marker for directional fabric. https://domainexperts.dev/roles/furniture-finisher/ https://domainexperts.dev/roles/furniture-finisher/ Fri, 10 Jul 2026 23:36:03 +0700 Use when a task needs the judgment of a Furniture Finisher — deciding whether a wood species needs a wash coat before staining to prevent blotching, adjusting flash-off/cure time for actual shop temperature and humidity rather than a product's standard schedule, completing a full sanding grit progression before advancing, or verifying full cure rather than surface-dry before rubbing out a finish. https://domainexperts.dev/roles/fabric-apparel-patternmaker/ https://domainexperts.dev/roles/fabric-apparel-patternmaker/ Fri, 10 Jul 2026 23:32:34 +0700 Use when a task needs the judgment of a Fabric/Apparel Patternmaker — deriving grade rule increments from a size chart's actual (possibly non-uniform) measurement differences rather than applying one uniform rule across the whole range, preserving ease allowance proportion at graded extreme sizes, moving internal pattern details proportionally with their body point during grading, or deciding whether a new pattern needs fit-test sampling at range extremes. https://domainexperts.dev/roles/synthetic-fiber-extrusion-operator/ https://domainexperts.dev/roles/synthetic-fiber-extrusion-operator/ Fri, 10 Jul 2026 23:24:30 +0700 Use when a task needs the judgment of a Synthetic/Glass Fiber Extruding and Forming Machine Operator — calculating take-up speed from actual throughput rate and target denier rather than reusing a prior product's setting, setting draw ratio within the polymer's documented breakage-safe range, checking individual filament uniformity when aggregate denier looks fine but downstream breakage occurs, or diagnosing fiber breakage to a specific process variable rather than broadly reducing speed. https://domainexperts.dev/roles/food-roasting-drying-machine-operator/ https://domainexperts.dev/roles/food-roasting-drying-machine-operator/ Fri, 10 Jul 2026 23:20:37 +0700 Use when a task needs the judgment of a Food/Tobacco Roasting, Baking, and Drying Machine Operator — projecting total process time from the declining-rate (falling-rate period) moisture-loss curve rather than extrapolating an early constant rate, verifying internal doneness/moisture directly rather than trusting surface color alone, monitoring the full temperature/time profile rather than just the endpoint, or re-validating a process after a batch size change. https://domainexperts.dev/roles/cooling-freezing-equipment-operator/ https://domainexperts.dev/roles/cooling-freezing-equipment-operator/ Fri, 10 Jul 2026 23:12:50 +0700 Use when a task needs the judgment of a Cooling/Freezing Equipment Operator — calculating freezing time for a new product thickness via the thickness-squared relationship rather than assuming linear scaling, verifying freezing completion by actual core/thermal-center temperature rather than surface temperature or elapsed time, recognizing a temperature plateau as expected latent-heat removal rather than a malfunction, or matching belt speed/residence time to the calculated freezing time requirement. https://domainexperts.dev/roles/manufacturing-potter/ https://domainexperts.dev/roles/manufacturing-potter/ Fri, 10 Jul 2026 23:09:32 +0700 Use when a task needs the judgment of a Manufacturing Potter — calculating wet-form dimensions from a target fired size and the clay body's total shrinkage rate, verifying documented glaze fit before selecting a glaze for a clay body, slowing firing ramp rate through critical temperature ranges like quartz inversion, or verifying actual heat-work with pyrometric cones rather than the kiln controller's readout alone. https://domainexperts.dev/roles/crushing-grinding-machine-operator/ https://domainexperts.dev/roles/crushing-grinding-machine-operator/ Fri, 10 Jul 2026 22:57:14 +0700 Use when a task needs the judgment of a Crushing/Grinding Machine Operator — recognizing that classifier cut point, not mill residence time alone, determines what reports to finished product in a closed-circuit grinding operation, monitoring circulating load as a distinct diagnostic variable, matching grinding media size to the target size reduction, or verifying product size via actual sieve/laser analysis rather than mill parameters. https://domainexperts.dev/roles/separation-still-machine-operator/ https://domainexperts.dev/roles/separation-still-machine-operator/ Fri, 10 Jul 2026 22:53:23 +0700 Use when a task needs the judgment of a Separating/Filtering/Still Machine Operator — calculating effective theoretical stages from tray count and tray efficiency rather than nameplate tray count alone, setting reflux ratio at the calculated minimum for target purity rather than a conservative default, reassessing feed tray location after a feed composition change, or verifying separator throughput against required residence time. https://domainexperts.dev/roles/plating-machine-operator/ https://domainexperts.dev/roles/plating-machine-operator/ Fri, 10 Jul 2026 22:49:34 +0700 Use when a task needs the judgment of a Plating Machine Operator — calculating plating time from Faraday's law adjusted for actual cathode efficiency rather than a theoretical deposition rate, setting current density from part surface area rather than a fixed amperage, verifying thickness in recessed areas given a bath's throwing power, or confirming surface activation before plating rather than general cleaning alone. https://domainexperts.dev/roles/heat-treating-equipment-operator/ https://domainexperts.dev/roles/heat-treating-equipment-operator/ Fri, 10 Jul 2026 22:37:24 +0700 Use when a task needs the judgment of a Heat Treating Equipment Operator — calculating carburizing time from the square-root diffusion relationship rather than scaling linearly with target case depth, matching quenchant/agitation to a specific alloy's hardenability, verifying tempering against a target hardness/toughness balance, or releasing a part based on actual hardness testing rather than recipe compliance alone. https://domainexperts.dev/roles/cutting-slicing-machine-operator/ https://domainexperts.dev/roles/cutting-slicing-machine-operator/ Fri, 10 Jul 2026 22:28:17 +0700 Use when a task needs the judgment of a Cutting/Slicing Machine Operator — calculating a portion weight overweight margin from measured weight variability to minimize giveaway while staying compliant, verifying a thickness setting against a new product lot's actual density rather than reusing a prior lot's setting, diagnosing declining cut quality as a blade-condition issue rather than compensating with thickness/speed, or adapting cut pattern to irregular input to improve yield. https://domainexperts.dev/roles/coating-painting-spraying-machine-operator/ https://domainexperts.dev/roles/coating-painting-spraying-machine-operator/ Fri, 10 Jul 2026 22:21:58 +0700 Use when a task needs the judgment of a Coating/Painting/Spraying Machine Operator — calculating wet film thickness from a target dry film thickness and the coating's percent volume solids, deciding whether flash-off time can be shortened to increase throughput, verifying cure by actual part temperature rather than oven setpoint, or tracing an adhesion failure back to surface prep rather than the coating application. https://domainexperts.dev/roles/packaging-filling-machine-operator/ https://domainexperts.dev/roles/packaging-filling-machine-operator/ Fri, 10 Jul 2026 22:16:43 +0700 Use when a task needs the judgment of a Packaging/Filling Machine Operator — calculating a fill target's overfill margin from the process's actual measured standard deviation rather than aiming exactly at label weight, setting checkweigher reject thresholds from regulatory requirements rather than habit, verifying headspace against its functional purpose for a sealed/thermally-processed container, or re-verifying fill accuracy after a machine speed increase. https://domainexperts.dev/roles/mixing-blending-machine-operator/ https://domainexperts.dev/roles/mixing-blending-machine-operator/ Fri, 10 Jul 2026 22:09:53 +0700 Use when a task needs the judgment of a Mixing/Blending Machine Operator — deciding whether a low-concentration ingredient needs a premix step before full-batch incorporation, verifying blend uniformity via multi-location sampling and CV calculation rather than appearance, recognizing that more mixing time isn't always better, or re-validating uniformity when a formula is scaled to a larger batch size. https://domainexperts.dev/roles/metal-refining-furnace-operator/ https://domainexperts.dev/roles/metal-refining-furnace-operator/ Fri, 10 Jul 2026 22:05:54 +0700 Use when a task needs the judgment of a Metal-Refining Furnace Operator — calculating an alloy addition that accounts for element-specific recovery rate rather than assuming 1:1 addition-to-result, recalculating additions from the current heat's actual assay rather than reusing a prior heat's amounts, adjusting slag basicity for the specific refining reaction required, or verifying actual tap temperature against the target rather than time-in-furnace. https://domainexperts.dev/roles/stationary-engineer-boiler-operator/ https://domainexperts.dev/roles/stationary-engineer-boiler-operator/ Fri, 10 Jul 2026 22:00:39 +0700 Use when a task needs the judgment of a Stationary Engineer/Boiler Operator — recalculating required blowdown rate after a steam production increase, deciding whether a safety valve or low-water cutoff test is overdue and non-negotiable, tuning combustion via flue gas O2/CO analysis rather than flame appearance, or recognizing that one safety system's recent test doesn't verify another. https://domainexperts.dev/roles/nuclear-power-reactor-operator/ https://domainexperts.dev/roles/nuclear-power-reactor-operator/ Fri, 10 Jul 2026 21:56:11 +0700 Use when a task needs the judgment of a Nuclear Power Reactor Operator — planning a power change around the xenon-135 transient's delayed peak rather than just the immediate reactivity effect, verifying shutdown margin against the worst-case stuck-rod condition rather than observed rod positions, accounting for a control rod's position-dependent worth, or deciding whether to deviate from an approved procedure's step sequence. https://domainexperts.dev/roles/adhesive-bonding-machine-operator/ https://domainexperts.dev/roles/adhesive-bonding-machine-operator/ Fri, 10 Jul 2026 21:49:42 +0700 Use when a task needs the judgment of an Adhesive Bonding Machine Operator — distinguishing an open-time violation from a pot-life check, controlling bond line thickness with calibrated spacers rather than clamping pressure alone, verifying surface prep with a test rather than visual cleanliness, or confirming actual part temperature reached full cure rather than trusting chamber setpoint and elapsed time. https://domainexperts.dev/roles/textile-dyeing-machine-operator/ https://domainexperts.dev/roles/textile-dyeing-machine-operator/ Fri, 10 Jul 2026 21:42:34 +0700 Use when a task needs the judgment of a Textile Bleaching/Dyeing Machine Operator — recalculating bath concentration when a dye recipe's liquor ratio changes even though %owf stays the same, diagnosing which specific dye component in a multi-dye recipe is over/under-exhausting, tracing an uneven dye uptake defect back to an incomplete bleaching stage, or reproducing a prior batch's water quality and temperature profile, not just its recipe percentages. https://domainexperts.dev/roles/grinding-machine-operator/ https://domainexperts.dev/roles/grinding-machine-operator/ Fri, 10 Jul 2026 21:38:36 +0700 Use when a task needs the judgment of a Grinding/Lapping/Polishing/Buffing Machine Operator — deciding whether a wheel past its dressing interval needs a burn check even when Ra readings stay in spec, verifying surface finish against a measured Ra value rather than feel, matching stock removal rate to a wheel/coolant combination's heat capacity, or catching a skipped step in an abrasive grit progression. https://domainexperts.dev/roles/glass-blower-molder/ https://domainexperts.dev/roles/glass-blower-molder/ Fri, 10 Jul 2026 21:35:15 +0700 Use when a task needs the judgment of a Glass Blower/Molder/Bender/Finisher — verifying COE compatibility before fusing two glass pieces, calculating an annealing schedule from a piece's thickest cross-section rather than its average wall thickness, confirming a full annealing temperature profile rather than treating kiln time as sufficient, or adjusting working temperature when switching between glass types. https://domainexperts.dev/roles/extrusion-drawing-machine-operator/ https://domainexperts.dev/roles/extrusion-drawing-machine-operator/ Fri, 10 Jul 2026 21:30:27 +0700 Use when a task needs the judgment of an Extruding and Drawing Machine Setter/Operator (metal and plastic) — calculating actual cross-sectional area reduction for a wire/tube draw pass rather than diameter-based reduction, scheduling intermediate anneals against cumulative area reduction limits, sizing a plastic extrusion die to compensate for die swell, or matching line speed to actual cooling/sizing capacity. https://domainexperts.dev/roles/chemical-plant-operator/ https://domainexperts.dev/roles/chemical-plant-operator/ Fri, 10 Jul 2026 21:25:52 +0700 Use when a task needs the judgment of a Chemical Plant and System Operator — reconciling a batch's mass balance to catch a leak or unaccounted reaction that individually normal readings would miss, responding to an early exotherm temperature trend before it accelerates, prioritizing simultaneous alarms by consequence severity rather than order of occurrence, or flagging a combination of near-limit variables that no single-variable check would catch. https://domainexperts.dev/roles/photographic-process-worker/ https://domainexperts.dev/roles/photographic-process-worker/ Fri, 10 Jul 2026 21:20:52 +0700 Use when a task needs the judgment of a Photographic Process Worker — calculating a time-temperature compensation when processing chemistry runs off standard temperature, verifying chemistry condition via a densitometer control strip rather than visual judgment, deciding whether fixer exhaustion requires extended fixing time, or preventing cross-contamination when switching processes on shared equipment. https://domainexperts.dev/roles/etcher-engraver/ https://domainexperts.dev/roles/etcher-engraver/ Fri, 10 Jul 2026 21:16:38 +0700 Use when a task needs the judgment of an Etcher/Engraver — compensating a resist pattern for expected undercut before etching fine detail, calculating etch time from a known etch rate rather than judging completion visually, verifying a functional engraving's line width/depth against its actual accuracy requirement, or re-validating process parameters on a new material batch before production. https://domainexperts.dev/roles/medical-appliance-technician/ https://domainexperts.dev/roles/medical-appliance-technician/ Fri, 10 Jul 2026 21:13:13 +0700 Use when a task needs the judgment of a Medical Appliance Technician — rectifying a positive model with zone-specific relief and build-up rather than uniform clearance, deciding whether bench alignment requires dynamic gait adjustment before delivery, selecting device material/rigidity by patient weight and activity level, or diagnosing a localized pain complaint against the socket's pressure map. https://domainexperts.dev/roles/ophthalmic-laboratory-technician/ https://domainexperts.dev/roles/ophthalmic-laboratory-technician/ Fri, 10 Jul 2026 21:09:24 +0700 Use when a task needs the judgment of an Ophthalmic Laboratory Technician — checking a ground lens's axis tolerance against its actual cylinder power on a lensometer, diagnosing missing or induced prism at the optical center, deciding whether a lens must be regrounded before edging, or selecting base curve by the prescription's power range rather than a default. https://domainexperts.dev/roles/dental-laboratory-technician/ https://domainexperts.dev/roles/dental-laboratory-technician/ Fri, 10 Jul 2026 21:05:31 +0700 Use when a task needs the judgment of a Dental Laboratory Technician — calculating wax pattern dimensions from a die measurement and alloy-specific casting shrinkage, rejecting a restoration built on a flawed impression or scan, verifying occlusal contacts against the articulator-mounted bite rather than sculpting by eye, or prioritizing value over hue when finalizing a shade match. https://domainexperts.dev/roles/tire-builder/ https://domainexperts.dev/roles/tire-builder/ Fri, 10 Jul 2026 21:02:01 +0700 Use when a task needs the judgment of a Tire Builder — measuring a ply/belt splice against its specified tolerance rather than accepting any visible overlap, checking rubber component stock against its tack window before building, deciding whether a detected air pocket must be corrected before curing, or tracing a recurring defect back to a specific build station or stock batch. https://domainexperts.dev/roles/tailor-dressmaker/ https://domainexperts.dev/roles/tailor-dressmaker/ Fri, 10 Jul 2026 20:56:45 +0700 Use when a task needs the judgment of a Tailor/Dressmaker/Custom Sewer — diagnosing a specific fitting wrinkle pattern to a targeted pattern adjustment rather than uniform resizing, selecting ease allowance appropriate to a garment's style and fabric, adjusting construction approach for a stretch or bias-cut fabric, or verifying a garment's actual seam allowance before quoting an alteration. https://domainexperts.dev/roles/jeweler/ https://domainexperts.dev/roles/jeweler/ Fri, 10 Jul 2026 20:53:49 +0700 Use when a task needs the judgment of a Jeweler/Precious Stone and Metal Worker — calculating a wax pattern's dimensions from a target ring size and alloy-specific casting shrinkage rate, verifying stone setting security by prong metal thickness rather than visual tightness, reconciling metal weight in/out on a job, or deciding whether a specific gemstone can safely tolerate ultrasonic cleaning or heat during a repair. https://domainexperts.dev/roles/printing-press-operator/ https://domainexperts.dev/roles/printing-press-operator/ Fri, 10 Jul 2026 20:49:16 +0700 Use when a task needs the judgment of a Printing Press Operator — diagnosing whether a color drift is a dot-gain problem versus a general density problem, deciding whether measured registration error is within tolerance for process-color work, recalibrating press settings when a job moves to a different substrate, or deciding whether a makeready-approved run still needs mid-run spot-checks. https://domainexperts.dev/roles/upholsterer/ https://domainexperts.dev/roles/upholsterer/ Fri, 10 Jul 2026 20:44:42 +0700 Use when a task needs the judgment of an Upholsterer — calculating actual fabric yardage for a patterned fabric accounting for repeat length, selecting foam by density and ILD rather than hand-feel alone, deciding whether a substituted suspension system discloses a durability mismatch, or diagnosing a nap-direction or pattern-match defect on a finished panel. https://domainexperts.dev/roles/foundry-mold-coremaker/ https://domainexperts.dev/roles/foundry-mold-coremaker/ Fri, 10 Jul 2026 20:40:58 +0700 Use when a task needs the judgment of a Foundry Mold and Coremaker — computing pattern dimensions from an alloy-specific shrink rule, sizing a riser via the modulus method to confirm it solidifies after the section it feeds, isolating whether a gas defect traces to sand moisture, core binder gassing, or vent inadequacy, or calculating actual casting yield rather than comparing scrap counts alone. https://domainexperts.dev/roles/power-plant-operator/ https://domainexperts.dev/roles/power-plant-operator/ Fri, 10 Jul 2026 20:36:09 +0700 Use when a task needs the judgment of a Power Plant Operator — diagnosing whether a drum-level change during a load ramp is real or shrink/swell by cross-checking feedwater against steam flow, deciding whether to escalate a water-chemistry excursion despite no active trip, setting a startup/shutdown ramp rate against the plant's most thermally-restrictive component, or triaging an alarm that doesn't match the expected process state. https://domainexperts.dev/roles/cabinetmaker/ https://domainexperts.dev/roles/cabinetmaker/ Fri, 10 Jul 2026 20:31:59 +0700 Use when a task needs the judgment of a Cabinetmaker/Bench Carpenter — calculating expected seasonal wood movement for a solid panel and designing joinery to accommodate it, deciding whether incoming lumber needs to acclimate before milling, choosing a joint type by its actual load path rather than appearance or speed, or diagnosing a delivered piece's gaps or cracks as an acclimation/movement issue rather than a joinery defect. https://domainexperts.dev/roles/structural-metal-fabricator/ https://domainexperts.dev/roles/structural-metal-fabricator/ Fri, 10 Jul 2026 20:20:34 +0700 Use when a task needs the judgment of a Structural Metal Fabricator/Fitter — checking root gap against a WPS's allowed tolerance before tacking, catching cumulative fit-up error that stacks across a multi-piece assembly even though every segment passed its own check, deciding whether to correct a fit-up gap or reject a compensating weld request, or accounting for mill camber/sweep before assembly. https://domainexperts.dev/roles/butcher/ https://domainexperts.dev/roles/butcher/ Fri, 10 Jul 2026 20:14:54 +0700 Use when a task needs the judgment of a Butcher/Meat Cutter — computing true cost per sellable pound from a primal's actual cutting yield, allocating a primal's cost across cut categories by relative market value, pricing dry-aged product against its finished (not green) weight, or diagnosing whether a below-average yield traces to cutting spec rather than the animal itself. https://domainexperts.dev/roles/baker/ https://domainexperts.dev/roles/baker/ Fri, 10 Jul 2026 20:10:33 +0700 Use when a task needs the judgment of a Baker — scaling a formula using baker's percentages to hit an exact batch weight, diagnosing whether a fermentation problem traces to dough temperature or mixing development, judging proof readiness from a poke test rather than a fixed clock, or tracing a poor-oven-spring result back to over- or under-proofing instead of the oven. https://domainexperts.dev/roles/cnc-programmer/ https://domainexperts.dev/roles/cnc-programmer/ Fri, 10 Jul 2026 20:05:16 +0700 Use when a task needs the judgment of a Computer Numerically Controlled (CNC) Tool Programmer — calculating stepover from a scallop-height/surface-finish spec instead of picking one by feel, deciding whether a toolpath needs a dry run before cutting material on an unfamiliar post-processor/machine pairing, verifying datum consistency across multiple part setups, or diagnosing why cycle time jumped after a "minor" parameter change. https://domainexperts.dev/roles/tool-die-maker/ https://domainexperts.dev/roles/tool-die-maker/ Fri, 10 Jul 2026 19:59:38 +0700 Use when a task needs the judgment of a Tool and Die Maker — compensating a stamping die for material springback before cutting the forming angle, setting punch-to-die clearance for a given material and thickness, scaling an injection mold cavity for resin shrinkage, sequencing progressive die stations against carrier-web integrity, or re-verifying critical dimensions after heat treatment before final fitting. https://domainexperts.dev/roles/welder/ https://domainexperts.dev/roles/welder/ Fri, 10 Jul 2026 19:54:40 +0700 Use when a task needs the judgment of a Welder — computing actual heat input from as-run voltage/amperage/travel speed against a WPS's qualified range, deciding whether a joint's carbon equivalent requires preheat before striking an arc, planning a weld sequence to control distortion, or diagnosing a recurring defect (undercut, lack of fusion) to a specific parameter rather than "bad technique. https://domainexperts.dev/roles/machinist/ https://domainexperts.dev/roles/machinist/ Fri, 10 Jul 2026 19:32:02 +0700 Use when a task needs the judgment of a Machinist — reading GD&T (true position, MMC bonus tolerance) to accept or reject a first-article part, deciding whether a chip-color or tool-wear signal means adjusting speeds and feeds, computing a tolerance stack-up across mating parts before committing to nominal dimensions, or accounting for thermal expansion on a tight-tolerance measurement. https://domainexperts.dev/roles/mail-clerk/ https://domainexperts.dev/roles/mail-clerk/ Fri, 10 Jul 2026 19:27:18 +0700 Use when a task needs the judgment of a Mail Clerk (mailroom operator, non-postal) — reconciling why a department's meter usage spiked above baseline, screening a package against suspicious-mail indicators, logging chain-of-custody on a certified or signed-for item, resolving a persistently misrouted internal addressee, or rate-shopping outgoing mail against carrier weight/zone breaks. https://domainexperts.dev/roles/postal-service-mail-sorter/ https://domainexperts.dev/roles/postal-service-mail-sorter/ Fri, 10 Jul 2026 19:21:32 +0700 Use when a task needs the judgment of a Postal Service Mail Sorter/Processing Machine Operator — diagnosing why a run's reject rate spiked above baseline, deciding whether a throughput shortfall traces to jams or a speed-setting error, triaging a REC keying backlog against downstream delivery risk, or handling mixed-class trays arriving at a single-class machine. https://domainexperts.dev/roles/postal-service-mail-carrier/ https://domainexperts.dev/roles/postal-service-mail-carrier/ Fri, 10 Jul 2026 19:18:05 +0700 Use when a task needs the judgment of a Postal Service Mail Carrier — casing non-machine-sorted mail into delivery-point order, deciding whether a route's actual time overage justifies requesting a Count and Inspection, handling a dog-on-premises or access-blocked delivery point, verifying a hold-mail or forwarding order before delivering, or triaging a cluster-box-unit access failure. https://domainexperts.dev/roles/procurement-clerk/ https://domainexperts.dev/roles/procurement-clerk/ Fri, 10 Jul 2026 19:14:52 +0700 Use when a task needs the judgment of a Procurement Clerk — converting a requisition to a purchase order and checking authorization limits, reconciling a three-way match variance between PO/receiving report/invoice, tracking blanket PO drawdown against its ceiling, verifying a vendor bank-detail change before payment, or triaging an aging requisition queue. https://domainexperts.dev/roles/biologist/ https://domainexperts.dev/roles/biologist/ Wed, 08 Jul 2026 22:32:10 +0700 Use when a task needs the judgment of a Biologist — designing a study and identifying its true experimental unit before data collection starts, running a power analysis to size a sample, judging whether a published or preclinical finding warrants trust without independent replication, sequencing IACUC/IBC/field-permit approvals before biosafety or wildlife work begins, or scoping a grant-funded research plan against realistic funding odds. https://domainexperts.dev/roles/photonics-technician/ https://domainexperts.dev/roles/photonics-technician/ Wed, 08 Jul 2026 22:31:24 +0700 Use when a task needs the judgment of a Photonics Technician — inspecting a fiber end-face against IEC 61300-3-35 pass/fail zone criteria, fusion- or mechanical-splicing fiber and verifying the loss against budget, reading an OTDR trace for a fault that may be hidden in a dead zone, running an L-I-V sweep and burn-in on a laser diode, or handling and hermeticity-testing an ESD-sensitive optoelectronic package under GR-468-CORE. https://domainexperts.dev/roles/automotive-engineering-technician/ https://domainexperts.dev/roles/automotive-engineering-technician/ Wed, 08 Jul 2026 22:30:40 +0700 Use when a task needs the judgment of an Automotive Engineering Technician — setting up and instrumenting test equipment (strain-gauge bridges, thermocouples, load/torque sensors) to an engineer's written test plan, selecting DAQ sample rate and an SAE J211 CFC filter class for a vehicle test channel, verifying instrument calibration (torque wrench, thermocouple, load cell, shunt-cal check on a strain bridge) against a traceable standard before a test run, reducing dyno or road-load test data (SAE J1349 power correction, rainflow-counted durability damage fraction) into engineering units, and documenting test results against the engineer's target with stated margin. Distinct from an automotive engineer (owns the system-level design decisions — structure, powertrain sizing, suspension geometry, NVH) — this role installs the sensors, configures the DAQ, executes the instrumented test, and reduces the data under a design and test plan the engineer specified. https://domainexperts.dev/roles/nanotechnology-engineering-technician/ https://domainexperts.dev/roles/nanotechnology-engineering-technician/ Wed, 08 Jul 2026 22:29:15 +0700 Use when a task needs the judgment of a Nanotechnology Engineering Technician — running or qualifying an RCA wet-clean sequence, diagnosing atomic layer deposition growth-per-cycle drift mid-run, sampling cleanroom air for engineered-nanomaterial exposure against NIOSH RELs, troubleshooting AFM probe wear or image-resolution loss, or verifying ISO 14644-1 cleanroom classification and ESD/gowning compliance before a fab run. https://domainexperts.dev/roles/electromechanical-technician/ https://domainexperts.dev/roles/electromechanical-technician/ Wed, 08 Jul 2026 22:28:41 +0700 Use when a task needs the judgment of an Electromechanical Technician — meggering a motor and reading polarization index, zone-classifying a vibration reading against ISO 10816/20816, decay-testing a pneumatic cylinder, pull-testing a crimp against IPC/WHMA-A-620, diagnosing a PLC rung that "looks right but won't fire," or selecting arc-flash PPE category before opening an enclosure. https://domainexperts.dev/roles/nanosystems-engineer/ https://domainexperts.dev/roles/nanosystems-engineer/ Wed, 08 Jul 2026 22:27:58 +0700 Use when a task needs nanosystems-engineer judgment — choosing a nanofabrication process for a target production volume, diagnosing an ALD or lithography conformality/overlay failure from metrology data, designing nanomaterial exposure controls with no regulatory PEL to lean on, or judging whether a nanomaterial or nanoscale device claim is actually production-ready versus still lab-stage. https://domainexperts.dev/roles/microsystems-engineer/ https://domainexperts.dev/roles/microsystems-engineer/ Wed, 08 Jul 2026 22:27:40 +0700 Use when a task needs the judgment of a Microsystems Engineer — sizing a MEMS actuator's usable travel against electrostatic pull-in, checking a layout against a foundry's DRIE aspect-ratio and process-layer capability, writing a failure/reliability analysis for a stiction or hinge-creep complaint, specifying a hermeticity or shock/thermal-cycling qualification plan, or deciding between an MPW shuttle run and a dedicated prototype lot. https://domainexperts.dev/roles/mechatronics-engineer/ https://domainexperts.dev/roles/mechatronics-engineer/ Wed, 08 Jul 2026 22:25:31 +0700 Use when a task needs the judgment of a Mechatronics Engineer — designing a backlash-compensation or motion-control algorithm for an electromechanical assembly, choosing motor-side vs. load-side sensor placement, matching inertia ratio and gearing on a servo axis, specifying an EMC/grounding scheme for a mixed mechanical-electrical assembly, or diagnosing whether a field failure is mechanical, electrical, or firmware in origin. https://domainexperts.dev/roles/fuel-cell-engineer/ https://domainexperts.dev/roles/fuel-cell-engineer/ Wed, 08 Jul 2026 22:18:44 +0700 Use when a task needs the judgment of a Fuel Cell Engineer — diagnosing PEMFC voltage-decay data to identify the degradation mechanism, setting stack clamping torque/compression for a new build, designing or interpreting an accelerated stress test protocol, specifying start-stop or cold-start mitigation strategy, or evaluating whether a durability/efficiency claim actually meets DOE-style targets simultaneously rather than one at a time. https://domainexperts.dev/roles/general-engineer/ https://domainexperts.dev/roles/general-engineer/ Wed, 08 Jul 2026 22:18:44 +0700 Use when a task needs cross-disciplinary generalist-engineer judgment — scoping a problem that doesn't sit inside one named discipline, deciding whether to proceed in-house or route to a specialist, reviewing a fabricator's shop-drawing or spec substitution for load-path or interface impact, writing an interface control document across a contractor/team boundary, or drafting a design-decision memo that states the margin and what could break it. https://domainexperts.dev/roles/validation-engineer/ https://domainexperts.dev/roles/validation-engineer/ Wed, 08 Jul 2026 18:06:02 +0700 Use when a task needs the judgment of a Validation Engineer — authoring or reviewing an IQ/OQ/PQ or process-performance-qualification (PPQ) protocol and justifying the batch/run count, computing a cleaning-validation acceptance limit (MACO from a toxicologically derived PDE/HBEL versus legacy 10 ppm or 1/1000-dose criteria), classifying a computerized system under GAMP 5 to scope CSV/CSA testing depth, auditing an existing validation package for regulatory compliance before batch release, or investigating an analytical-method validation failure against ICH Q2 acceptance criteria. Distinct from a manufacturing-engineer (owns making a process capable — fixturing, Cpk, PFMEA) — this role owns formally proving and documenting that a process, system, method, or piece of software meets its predefined requirements before it is allowed to run; the deliverable is an approved protocol or report, not a capability number. https://domainexperts.dev/roles/rfid-device-specialist/ https://domainexperts.dev/roles/rfid-device-specialist/ Wed, 08 Jul 2026 17:44:33 +0700 Use when a task needs the judgment of an RFID Device Specialist — running a site RF survey before a warehouse or retail RFID deployment, diagnosing a degraded read rate or dead zone on an installed portal, selecting tag/reader/antenna configurations against FCC/ETSI power limits, or bridging RFID event data into a legacy WMS/ERP that can't ingest it natively. https://domainexperts.dev/roles/anthropologist-archeologist/ https://domainexperts.dev/roles/anthropologist-archeologist/ Wed, 08 Jul 2026 17:14:17 +0700 Use when a task needs the judgment of an Anthropologist/Archeologist working in cultural resource management (CRM) — scoping a Section 106 Phase I identification survey, designing a shovel-test-pit sampling strategy, evaluating National Register of Historic Places eligibility under Criteria A-D, interpreting excavation stratigraphy via a Harris matrix and radiocarbon results, or running the ethnographic field-methods branch (participant observation, informant interviewing) for a cultural-anthropology component of a project. https://domainexperts.dev/roles/bioinformatics-scientist/ https://domainexperts.dev/roles/bioinformatics-scientist/ Wed, 08 Jul 2026 17:14:17 +0700 Use when a task needs the judgment of a Bioinformatics Scientist — designing a differential-expression or GWAS analysis with correct multiple-testing correction, calling and triaging variants from NGS data using genotype-likelihood confidence rather than raw allele counts, interpreting a BLAST/DIAMOND homology search, choosing or building a genomics pipeline (aligner, caller, normalization method) for a specific data-generating process, or judging whether a computational-biology analysis's statistical design actually supports the biological claim being made. Distinct from a bioinformatics-technician (executes and QC-gates an established pipeline someone else designed) and a data-scientist (general product/experimentation judgment, not genomics-specific statistics) — this role owns which method and statistical model a genomics question requires, and why. https://domainexperts.dev/roles/geographer/ https://domainexperts.dev/roles/geographer/ Wed, 08 Jul 2026 17:14:17 +0700 Use when a task needs the judgment of a Geographer — testing whether a spatial pattern in demographic, environmental, or event data is real clustering versus noise (Moran's I, Getis-Ord Gi*), choosing a choropleth classification method that doesn't distort the underlying data structure, diagnosing whether a county/region-level correlation will reverse under a different areal aggregation (MAUP), selecting a map projection appropriate to a thematic research map's story, or deciding when a spatial regression needs a spatial-lag/error term instead of OLS. https://domainexperts.dev/roles/materials-scientist/ https://domainexperts.dev/roles/materials-scientist/ Wed, 08 Jul 2026 17:14:17 +0700 Use when a task needs the judgment of a Materials Scientist — establishing a structure-property relationship for a new or candidate material, indexing/interpreting an XRD pattern (phase ID, lattice parameter, crystallite size, microstrain), interpreting a DSC/TGA thermal-analysis scan, reconciling a measured property against a micromechanics or thermodynamic model, or designing a synthesis/processing experiment matrix for a materials-development campaign. Distinct from a materials-engineer (selects and qualifies an existing material for a specific designed part, and diagnoses why a fielded part failed) — this role develops and characterizes new materials in the lab, establishing why a structure produces a property in the first place, before any application-specific part exists. https://domainexperts.dev/roles/molecular-cellular-biologist/ https://domainexperts.dev/roles/molecular-cellular-biologist/ Wed, 08 Jul 2026 17:14:17 +0700 Use when a task needs the judgment of a Molecular and Cellular Biologist — quantifying gene expression change from qPCR (ΔΔCt/Pfaffl), validating a Western blot for quantitative comparison, designing or power-analyzing a cell-based knockdown/knockout experiment, or reconciling a discrepancy between mRNA and protein knockdown data. https://domainexperts.dev/roles/civil-engineering-technician/ https://domainexperts.dev/roles/civil-engineering-technician/ Wed, 08 Jul 2026 17:04:51 +0700 Use when a task needs the judgment of a Civil Engineering Technician — running and interpreting a concrete field acceptance test (slump, air content, cylinder breaks against ACI 318 criteria), verifying soil compaction against a Proctor density curve, reconciling a concrete or rebar quantity takeoff against a pay application, or documenting a field condition that deviates from the approved plans for the engineer of record. https://domainexperts.dev/roles/electrical-engineering-technician/ https://domainexperts.dev/roles/electrical-engineering-technician/ Wed, 08 Jul 2026 17:04:51 +0700 Use when a task needs the judgment of an Electrical and Electronic Engineering Technologist/Technician — bench-testing a prototype board against a power or timing spec, isolating a resistive fault in a power path with node-to-node voltage-drop measurements, checking whether an oscilloscope's own bandwidth is limiting a rise-time measurement before trusting it, running a power-supply load-regulation sweep, or evaluating ESD-event provenance and IPC-A-610 acceptance on a returned unit. https://domainexperts.dev/roles/environmental-engineering-technician/ https://domainexperts.dev/roles/environmental-engineering-technician/ Wed, 08 Jul 2026 17:04:51 +0700 Use when a task needs the judgment of an Environmental Engineering Technologist/Technician — verifying field meter calibration before a sampling event, computing a flow-proportional composite sampling program, checking chain-of-custody entries against 40 CFR 136 holding times, running an air-monitoring isokinetic sampling check, or deciding whether a field QC exception invalidates a sample. https://domainexperts.dev/roles/industrial-engineering-technician/ https://domainexperts.dev/roles/industrial-engineering-technician/ Wed, 08 Jul 2026 17:04:51 +0700 Use when a task needs the judgment of an Industrial Engineering Technologist/Technician — sizing a time study or work-sampling study to hit a target confidence and precision, computing normal and standard time from rated stopwatch observations plus a PFD allowance, screening foreign elements/outliers out of raw time-study data, auditing whether an engineer's line balance is still holding against re-timed station data, or validating a work-sampling-derived allowance against the tabled PFD percentage it's about to replace. https://domainexperts.dev/roles/mechanical-engineering-technician/ https://domainexperts.dev/roles/mechanical-engineering-technician/ Wed, 08 Jul 2026 17:04:51 +0700 Use when a task needs the judgment of a Mechanical Engineering Technologist/Technician — inspecting a machined or fabricated part's hole pattern or feature true position on a CMM against a GD&T callout with MMC bonus tolerance, instrumenting a test rig with a strain-gauge Wheatstone bridge (quarter/half/full) to measure bending or axial strain, verifying a load cell's calibration against a reference standard before a proof-load or fatigue test, reducing raw strain or thermal test data into stress and comparing it against a predicted (hand-calc or FEA) value, or building and dispositioning a first-article prototype against the released drawing. Distinct from a mechanical-engineer or mechanical-drafter (own the design, the analysis, and the tolerance scheme) — this role builds, instruments, measures, and tests the physical hardware those roles specified, closing the loop with a real measurement rather than deriving a new design. https://domainexperts.dev/roles/calibration-technician/ https://domainexperts.dev/roles/calibration-technician/ Wed, 08 Jul 2026 16:56:49 +0700 Use when a task needs the judgment of a Calibration Technologist/Technician — computing a Test Uncertainty Ratio (TUR) and deciding whether it meets the 4:1 target, building a measurement uncertainty budget (Type A/Type B, GUM-style) for a calibration, tracing a reference standard's chain of custody to NIST/SI, setting or adjusting a calibration interval from in-tolerance/out-of-tolerance history, or writing the accept/reject call and guard-banded pass/fail on a calibration certificate. https://domainexperts.dev/roles/electrical-electronics-drafter/ https://domainexperts.dev/roles/electrical-electronics-drafter/ Wed, 08 Jul 2026 16:56:49 +0700 Use when a task needs the judgment of an Electrical and Electronics Drafter — sizing a conductor and conduit for a panel or feeder circuit against NEC ampacity and fill tables, building a schematic/elementary diagram or one-line diagram on IEEE 315/ANSI Y32.2 symbols, cross-referencing wire numbers between a schematic and a panel wiring diagram, sizing a PCB trace against IPC-2221 current tables, or QC-checking an electrical drawing set before issuance. https://domainexperts.dev/roles/mechanical-drafter/ https://domainexperts.dev/roles/mechanical-drafter/ Wed, 08 Jul 2026 16:56:49 +0700 Use when a task needs the judgment of a Mechanical Drafter — dimensioning and GD&T-tolerancing a machined part or sheet-metal detail per ASME Y14.5, running a tolerance stack-up across an assembly dimension chain, structuring a BOM and balloon set for an assembly drawing, setting projection convention and title-block tolerance defaults, or specifying a surface-finish callout tied to a manufacturing process. https://domainexperts.dev/roles/robotics-technician/ https://domainexperts.dev/roles/robotics-technician/ Wed, 08 Jul 2026 16:56:49 +0700 Use when a task needs the judgment of a Robotics Technician — installing and commissioning an industrial robot cell, remastering a joint and verifying the stored pulse count after a collision or encoder-battery replacement, running a lockout/tagout on a multi-axis cell with electrical/pneumatic/hydraulic stored energy, calibrating a Tool Center Point and judging the residual against process tolerance, decomposing a cycle-time regression by program segment to find the actual driver, or verifying a safety-rated stopping distance/time measurement against the certified spec after a repair. Distinct from a robotics-engineer (owns kinematic structure, actuator sizing, and control-loop design for a robot not yet built) — this role installs, commissions, calibrates, troubleshoots, and maintains a robot whose design is already fixed. https://domainexperts.dev/roles/surveying-mapping-technician/ https://domainexperts.dev/roles/surveying-mapping-technician/ Wed, 08 Jul 2026 16:56:49 +0700 Use when a task needs the judgment of a Surveying and Mapping Technician — verifying RTK GNSS fix quality (PDOP, fixed vs. float, baseline length) before logging a control shot, running DR angle observations and checking traverse closure in the field before leaving a site, closing a differential leveling loop to a benchmark, verifying stakeout offset and cut/fill against design tolerance before setting a permanent hub, or flagging a field evidence anomaly to the party chief or licensed surveyor of record. https://domainexperts.dev/roles/aerospace-engineering-technician/ https://domainexperts.dev/roles/aerospace-engineering-technician/ Wed, 08 Jul 2026 16:49:17 +0700 Use when a task needs the judgment of an Aerospace Engineering and Operations Technologist/Technician — verifying an installed fastener's preload against a drawing's torque callout via the T=K·D·F relationship, reducing strain-gauge data from a structural proof-load test into stress and checking it against an FEA-predicted margin, selecting and executing an NDI method against a defect type and material, reducing a wind-tunnel test point's dynamic-pressure and Reynolds-number data, or ballooning and dispositioning an AS9102 first article inspection. Distinct from an aerospace-engineer (owns the design, structural analysis, and certification basis) — this role builds, instruments, tests, and inspects the hardware the engineer specified, closing the loop with measurement rather than deriving a new analysis. https://domainexperts.dev/roles/automotive-engineer/ https://domainexperts.dev/roles/automotive-engineer/ Wed, 08 Jul 2026 16:49:17 +0700 Use when a task needs the judgment of an Automotive Engineer — computing weight transfer and tire friction-circle limits for a braking-while-cornering maneuver to set brake-force distribution, sizing a powertrain and gear ratio against a 0-60 mph acceleration target while checking traction versus power limits, sizing a crumple zone's crush distance against FMVSS 208 occupant-deceleration limits, or checking a powertrain-mount or driveline natural frequency against engine firing-order excitation for NVH isolation. Distinct from an automotive-service-technician (diagnoses and repairs a vehicle already designed) — this role owns the system-level design decisions (structure, powertrain sizing, suspension geometry, restraint/crash structure, NVH) that produce the vehicle the technician later services. https://domainexperts.dev/roles/non-destructive-testing-specialist/ https://domainexperts.dev/roles/non-destructive-testing-specialist/ Wed, 08 Jul 2026 16:49:17 +0700 Use when a task needs the judgment of a Non-Destructive Testing Specialist — sizing an ultrasonic (UT) weld indication with the DAC/6dB-drop technique and deciding whether it's planar or volumetric, calculating radiographic (RT) exposure time and geometric unsharpness for a source-to-film setup, verifying a magnetic particle (MT) yoke or prod meets code field-strength minimums, evaluating a discontinuity against ASME Section V / API 510 / API 570 acceptance criteria, or computing corrosion rate and remaining life from a UT thickness survey. https://domainexperts.dev/roles/solar-energy-systems-engineer/ https://domainexperts.dev/roles/solar-energy-systems-engineer/ Wed, 08 Jul 2026 16:49:17 +0700 Use when a task needs the judgment of a Solar Energy Systems Engineer working on PV generation design — sizing a string against NEC 690.7 cold-temperature voltage derating, selecting a DC/AC ratio and estimating inverter clipping loss, sizing PV source-circuit conductors and overcurrent protection under NEC 690.8/690.9, building a performance-ratio-based annual energy yield model, or reconciling a P50/P90 yield estimate against measured production. Distinct from an energy-engineer (owns building/process demand-side efficiency, not generation-asset design), a wind-energy-engineer (owns turbine-specific aerodynamic and drivetrain design), and an electrical-engineer (owns general utility-scale power delivery and protection outside PV-specific code) — this role owns PV array electrical design, module/inverter compatibility, and generation yield modeling for solar-only projects. https://domainexperts.dev/roles/wind-energy-engineer/ https://domainexperts.dev/roles/wind-energy-engineer/ Wed, 08 Jul 2026 16:49:17 +0700 Use when a task needs the judgment of a Wind Energy Engineer — estimating annual energy production (AEP) from a Weibull wind resource against a turbine power curve, running IEC 61400 design load cases on a tower/foundation, sizing wind farm turbine spacing against wake losses, matching turbine IEC wind class to site extremes, or reconciling a P50/P90 energy estimate for project financing. Distinct from a wind-turbine-technician (field service/repair of installed turbines), a wind-energy-operations-manager (post-COD asset/availability management), a wind-energy-development-manager (siting/permitting/financing gates — decides whether to fund this role's design work), and an energy-engineer (explicitly excludes wind — owns demand-side building/industrial efficiency). https://domainexperts.dev/roles/architectural-civil-drafter/ https://domainexperts.dev/roles/architectural-civil-drafter/ Wed, 08 Jul 2026 16:40:32 +0700 Use when a task needs the judgment of an Architectural and Civil Drafter — setting up a CAD sheet at the correct scale and viewport scale factor, applying NCS/AIA layer and sheet-numbering standards, dimensioning a wall assembly or site plan per governing convention, managing xrefs and revision clouds across a sheet set, or QC-checking a drawing set before issuance. https://domainexperts.dev/roles/energy-engineer/ https://domainexperts.dev/roles/energy-engineer/ Wed, 08 Jul 2026 16:40:32 +0700 Use when a task needs the judgment of an Energy Engineer working on building and industrial energy efficiency — running an ASHRAE Level 1/2/3 energy audit, calculating envelope heat loss/gain with the degree-day method, comparing HVAC equipment on SEER/EER/IEER/COP rather than nameplate alone, designing an IPMVP measurement and verification (M&V) plan, or ranking energy conservation measures (ECMs) by savings-to-investment ratio for a capital plan. Distinct from a wind-energy-engineer or solar/PV engineer (own generation-asset design and yield) and from an electrical-engineer (owns utility-scale power delivery and protection) — this role owns the demand side: how much energy a building or process actually needs, and which retrofit reduces that number with numbers that hold up after the fact. https://domainexperts.dev/roles/mining-geological-engineer/ https://domainexperts.dev/roles/mining-geological-engineer/ Wed, 08 Jul 2026 16:40:32 +0700 Use when a task needs the judgment of a Mining and Geological Engineer — running a pit-slope or underground-opening stability check (limit-equilibrium factor of safety, RMR/Q ground support design), setting an economic cutoff grade or reading a grade-tonnage curve for reserve definition, sizing mine ventilation airflow against MSHA quantity standards, or sequencing extraction/stope design for an ore body under a stability or economic constraint. https://domainexperts.dev/roles/photonics-engineer/ https://domainexperts.dev/roles/photonics-engineer/ Wed, 08 Jul 2026 16:40:32 +0700 Use when a task needs the judgment of a Photonics Engineer — sizing a Gaussian-beam coupling lens system between a laser source and a single-mode fiber, closing an optical fiber link power budget in dB with end-of-life margin, specifying a diffraction-limited focusing or imaging lens against the Rayleigh criterion, classifying a laser source's hazard class and computing MPE/NOHD per ANSI Z136.1, or diagnosing a beam-quality or link-loss failure. https://domainexperts.dev/roles/robotics-engineer/ https://domainexperts.dev/roles/robotics-engineer/ Wed, 08 Jul 2026 16:40:32 +0700 Use when a task needs the judgment of a Robotics Engineer — deriving forward/inverse kinematics for a serial-link manipulator from Denavit-Hartenberg parameters, sizing a joint actuator and gearbox against gravity and inertial torque, tuning a joint position-control loop from measured plant response, selecting an encoder or sensor to meet an end-effector accuracy budget, or computing a protective separation distance for a collaborative deployment under ISO/TS 15066. Distinct from an embedded-firmware-engineer (writes the real-time code that runs on the motor controller, taking the control law as a given input) and a robotics-technician (installs, calibrates, and repairs a robot already designed) — this role owns the system-level engineering decisions of kinematic structure, actuator/sensor selection, and control-loop design that produce the motion spec those two execute against. https://domainexperts.dev/roles/human-factors-engineer/ https://domainexperts.dev/roles/human-factors-engineer/ Wed, 08 Jul 2026 16:23:32 +0700 Use when a task needs the judgment of a Human Factors Engineer/Ergonomist — computing a NIOSH Lifting Index for a manual-material-handling task, scoring a workstation posture with RULA or REBA, sizing a workstation, reach, or clearance dimension against ANSI/HFES 100 anthropometric percentiles, evaluating an interface's speed-accuracy tradeoff with Fitts's Law, or running a usability test and interpreting a System Usability Scale score against a task-error rate. Distinct from a health-safety-engineer (owns mechanical/chemical/energy hazard elimination) and a commercial-industrial-designer (owns product form and manufacturability) — this role owns the fit between human capability (physical and cognitive) and a task, tool, or interface. https://domainexperts.dev/roles/manufacturing-engineer/ https://domainexperts.dev/roles/manufacturing-engineer/ Wed, 08 Jul 2026 16:23:32 +0700 Use when a task needs the judgment of a Manufacturing Engineer — designing or diagnosing a workholding/fixture against a print's GD&T datum scheme, running or reading a process capability study (Cpk/Ppk) and deciding whether a process is fit to release, computing a tolerance stack-up to decide worst-case versus statistical (RSS) tolerancing, building or reviewing a PFMEA and control plan for a new process, or computing OEE to separate a real capacity shortfall from a performance or quality loss. Distinct from an industrial-engineer (owns labor/line balancing against takt time, facility layout, time standards) and a quality-control-systems-manager (owns the QMS, non-conformance disposition, and batch-release decision) — this role owns the process and tooling engineering that makes a print's tolerances physically achievable and repeatable. https://domainexperts.dev/roles/marine-engineer-naval-architect/ https://domainexperts.dev/roles/marine-engineer-naval-architect/ Wed, 08 Jul 2026 16:23:32 +0700 Use when a task needs the judgment of a Marine Engineer / Naval Architect — computing displacement and hydrostatic particulars from hull-form coefficients, running an intact stability (GM/righting-arm) check against IMO IS Code criteria, calculating minimum freeboard under the International Convention on Load Lines, estimating required propulsion power via the Admiralty coefficient method, or reviewing a stability booklet or midship scantling against a classification society's rules. https://domainexperts.dev/roles/materials-engineer/ https://domainexperts.dev/roles/materials-engineer/ Wed, 08 Jul 2026 16:23:32 +0700 Use when a task needs the judgment of a Materials Engineer — selecting an alloy or process for a design under a strength/weight/cost constraint, running a fatigue-life or mean-stress (Goodman/Gerber) calculation on a loaded component, doing root-cause fractography and fitness-for-service on a field failure, specifying a heat-treatment or hardenability callout for a given section size, or setting an inspection interval from a fracture-mechanics critical flaw size. Distinct from a materials-scientist (develops new materials and characterizes fundamental structure-property relationships in the lab) and a mechanical-engineer (takes material properties as a given input to size a structure) — this role owns the applied engineering questions of which material, which process, and why a specific part actually broke. https://domainexperts.dev/roles/petroleum-engineer/ https://domainexperts.dev/roles/petroleum-engineer/ Wed, 08 Jul 2026 16:23:32 +0700 Use when a task needs the judgment of a Petroleum Engineer — fitting and correcting a decline curve to estimate EUR and book reserves, running a material balance check against a volumetric OOIP/OGIP estimate, sizing a well's producing rate with nodal analysis (IPR x VLP intersection), checking a casing or tubing string's burst/collapse design factor against a load case, evaluating a waterflood's voidage replacement ratio, or classifying reserves under SPE-PRMS/SEC categories for a reserves report. https://domainexperts.dev/roles/computer-hardware-engineer/ https://domainexperts.dev/roles/computer-hardware-engineer/ Wed, 08 Jul 2026 16:13:40 +0700 Use when a task needs the judgment of a Computer Hardware Engineer — designing a power delivery network and selecting decoupling capacitors for a digital IC's core rail, budgeting a high-speed signal's rise time against trace impedance and via stub length, closing static timing on a board-level DDR or SerDes interface, sizing thermal resistance for a package's TDP, or reviewing a PCB layout for signal- or power-integrity risk before fab release. https://domainexperts.dev/roles/electronics-engineer/ https://domainexperts.dev/roles/electronics-engineer/ Wed, 08 Jul 2026 16:13:40 +0700 Use when a task needs the judgment of an Electronics Engineer working on RF, analog, and mixed-signal hardware — closing an RF link budget for a wireless telemetry radio, sizing an op-amp or instrumentation-amplifier front end against a gain-bandwidth constraint, designing an anti-alias or IF filter to a cutoff and Q, pre-checking a design against FCC/IEC EMC radiated-emissions limits before formal compliance testing, or picking between a superheterodyne and direct-conversion receiver architecture. https://domainexperts.dev/roles/fire-protection-engineer/ https://domainexperts.dev/roles/fire-protection-engineer/ Wed, 08 Jul 2026 16:13:40 +0700 Use when a task needs the judgment of a Fire Protection Engineer — sizing a sprinkler system's hydraulic demand against NFPA 13's density/area method (Hazen-Williams pipe network calc, K-factor discharge), analyzing a hydrant flow test to decide whether a fire pump is required, calculating occupant load and required egress width under IBC/NFPA 101, laying out fire alarm detection and notification per NFPA 72, or reviewing a life-safety/means-of-egress plan for code compliance. https://domainexperts.dev/roles/health-safety-engineer/ https://domainexperts.dev/roles/health-safety-engineer/ Wed, 08 Jul 2026 16:13:40 +0700 Use when a task needs the judgment of a Health and Safety Engineer — sizing a machine-guarding safeguard distance from measured stop time, scoring a hazard on a risk assessment matrix and deciding whether a control is sufficient, running or scheduling a process hazard analysis (PHA/HAZOP) on a covered chemical process, evaluating a lockout/tagout or confined-space engineering control, or reconciling an OSHA recordable incident rate against a proposed capital fix. Distinct from an occupational-health-safety-specialist (owns exposure monitoring, industrial hygiene sampling, incident investigation) and a fire-prevention-and-protection engineer (owns fire suppression and detection system design) — this role owns engineering out mechanical, chemical-process, and energy hazards at the design and control-selection stage. https://domainexperts.dev/roles/transportation-engineer/ https://domainexperts.dev/roles/transportation-engineer/ Wed, 08 Jul 2026 16:13:40 +0700 Use when a task needs the judgment of a Transportation Engineer (PE) — running an HCM capacity/level-of-service analysis for a signalized or unsignalized intersection, checking stopping/intersection sight distance against AASHTO Green Book standards, sizing and warranting a left- or right-turn lane, building a traffic impact study's trip generation/distribution/assignment chain, or deciding between geometric mitigation, a turn lane, and a signal for a capacity or safety deficiency. https://domainexperts.dev/roles/agricultural-engineer/ https://domainexperts.dev/roles/agricultural-engineer/ Wed, 08 Jul 2026 15:59:20 +0700 Use when a task needs the judgment of an agricultural engineer — sizing a center-pivot or drip irrigation system's peak capacity against crop water demand, computing lateral grain-bin wall pressure with Janssen's equation, sizing a waterway or tile-drainage system with Manning's equation and an NRCS design-storm return period, or building a manure/nutrient first-year availability mass balance against a crop's N requirement. https://domainexperts.dev/roles/cartographer-photogrammetrist/ https://domainexperts.dev/roles/cartographer-photogrammetrist/ Wed, 08 Jul 2026 15:59:20 +0700 Use when a task needs the judgment of a Cartographer/Photogrammetrist — designing an aerial or LiDAR acquisition flight plan against a stated accuracy class, running an NSSDA checkpoint accuracy test on a delivered orthophoto or DTM, choosing a horizontal/vertical datum and geoid model for a georeferencing project, diagnosing why a state-plane grid distance disagrees with a field-surveyed ground distance, or specifying LiDAR point-density and classification requirements for a bare-earth deliverable. https://domainexperts.dev/roles/geodetic-surveyor/ https://domainexperts.dev/roles/geodetic-surveyor/ Wed, 08 Jul 2026 15:59:20 +0700 Use when a task needs the judgment of a geodetic surveyor — designing a static GNSS control network and choosing session length/redundancy for a target order/class, processing baselines through OPUS and running a minimally- then fully-constrained least-squares adjustment, converting GNSS ellipsoidal heights to orthometric elevations with the correct geoid model, evaluating whether a coordinate deliverable's datum/frame/epoch is stated correctly, or deciding whether existing published NSRS control is adequate to tie a new project to. https://domainexperts.dev/roles/land-surveyor/ https://domainexperts.dev/roles/land-surveyor/ Wed, 08 Jul 2026 15:59:20 +0700 Use when a task needs the judgment of a licensed Land Surveyor — retracing a boundary from a recorded plat and found monuments, computing a traverse closure and deciding whether to accept or re-observe a course, resolving a conflict between a record deed call and physical monument evidence, preparing an ALTA/NSPS Land Title Survey, or evaluating whether an occupation line raises an unwritten-rights issue. https://domainexperts.dev/roles/water-wastewater-engineer/ https://domainexperts.dev/roles/water-wastewater-engineer/ Wed, 08 Jul 2026 15:59:20 +0700 Use when a task needs the judgment of a water/wastewater engineer — sizing a lift/pump station wet well and force main, computing chlorine contact time (CT) for Giardia/virus inactivation credit, checking a clarifier or filter against Ten States Standards hydraulic and organic loading criteria, sizing a chemical feed system across the full design-flow range, or reviewing a treatment plant's SDWA/NPDES compliance math against actual SCADA or lab data. https://domainexperts.dev/roles/aircraft-cargo-supervisor/ https://domainexperts.dev/roles/aircraft-cargo-supervisor/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of an Aircraft Cargo Handling Supervisor — verifying a built ULD against its type's certified max gross weight before it's spotted for loading, running a hazmat item through the segregation table against its actual compartment neighbors, reconciling an actual cargo build against the dispatcher's load plan and deciding whether it clears a last-minute-change threshold or needs a reissued loadsheet, calling a ULD's lock/net restraint good or rejecting it, or running ramp FOD and ground-equipment clearance discipline around an aircraft during turn. https://domainexperts.dev/roles/aircraft-service-attendant/ https://domainexperts.dev/roles/aircraft-service-attendant/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of an aircraft service attendant — servicing an aircraft's potable water or lavatory/waste system without cross-connecting the two, sequencing turnaround tasks inside a fixed gate-time window, staging ground support equipment around an active aircraft, or timing servicing against a deicing/anti-icing holdover-time window before pushback. https://domainexperts.dev/roles/airline-pilot/ https://domainexperts.dev/roles/airline-pilot/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of an airline pilot — checking whether an ETOPS diversion-time rating still holds against a current MEL downgrade, deciding whether to accept or query a dispatch release, applying sterile-cockpit discipline and Pilot Flying/Pilot Monitoring role separation on a two-pilot flight deck, resolving a captain-dispatcher operational-control disagreement, or checking Part 117 flight-duty-period legality against an irregular-operations delay. https://domainexperts.dev/roles/freight-material-mover/ https://domainexperts.dev/roles/freight-material-mover/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a Freight, Stock, and Material Mover (hand freight loader) — hand-loading or unloading an LTL or full-truckload trailer, verifying a dock leveler's lock and rated capacity before equipment crosses it, distributing freight weight across axle groups to stay inside Bridge Formula limits, blocking and bracing irregular or mixed freight against in-transit shift, or checking a lift against NIOSH thresholds for an asymmetric, poorly-gripped load. https://domainexperts.dev/roles/hand-packager/ https://domainexperts.dev/roles/hand-packager/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a Hand Packager — calculating void-fill/cushioning for a shipment's fragility class, verifying net-weight compliance against Maximum Allowable Variation on a sold-by-weight product, executing an allergen changeover validation between production runs, deciding whether a fixed line rate is trading against defect rate, or flagging a repetitive-motion risk on a hand-pack station. https://domainexperts.dev/roles/material-moving-supervisor/ https://domainexperts.dev/roles/material-moving-supervisor/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a First-Line Supervisor of Material-Moving Machine and Vehicle Operators — assigning today's task mix across forklifts, order pickers, and pallet jacks against their different throughput rates, deciding whether an operator with an expired certification or an open near-miss can go back on the floor, checking whether a shift's equipment utilization is running too hot or too idle, or investigating a near-miss before it becomes a recordable incident. https://domainexperts.dev/roles/mrf-sorter/ https://domainexperts.dev/roles/mrf-sorter/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a materials recovery facility (MRF) sorter/Recycling and Reclamation Worker — deciding whether a lithium battery or propane canister on a moving sort line needs an immediate line stop versus a routine hazardous pull, judging why a baled commodity dropped a purity grade and what it cost, working a picking-station reach zone without crossing into a nip point, triaging ambiguous material at sorting speed, or classifying a contamination item as quality-only versus safety-critical. https://domainexperts.dev/roles/passenger-attendant/ https://domainexperts.dev/roles/passenger-attendant/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a passenger attendant — securing a wheelchair passenger to WC19 anchor points before a rail platform's scheduled departure, deciding whether to request an extended-dwell hold from the conductor/train operator, triaging an onboard medical complaint against a non-clinical scope of care and deciding when to escalate to EMS, reconciling a mobility-assistance manifest for evacuation accountability, or working a paratransit door-to-door pickup against an on-time pickup window. https://domainexperts.dev/roles/pump-station-operator/ https://domainexperts.dev/roles/pump-station-operator/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a Pump Station Operator — diagnosing pump cavitation from an NPSH margin calculation, responding to a wet-well high-level alarm and assessing sanitary-sewer-overflow reporting obligations, setting a valve or pump closure time to avoid a water-hammer transient, protecting a centrifugal pump against dry-running or loss of prime, or reading a pump curve against a system curve to match a pump to changing demand. https://domainexperts.dev/roles/railroad-signal-brake-operator/ https://domainexperts.dev/roles/railroad-signal-brake-operator/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a Railroad Brake, Signal, and Switch Operator or Locomotive Firer — computing how many hand brakes must be applied to a standing cut given its grade and tonnage, verifying a hand-thrown switch is physically locked (not just lined) before a move, placing or checking a derail protecting a main track, running the effectiveness test on a securement before leaving equipment unattended, or executing hand-signal/radio point protection for a blind shoving move. https://domainexperts.dev/roles/traffic-technician/ https://domainexperts.dev/roles/traffic-technician/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of a Traffic Technician — computing yellow/all-red clearance intervals for an intersection, running a MUTCD numeric signal-warrant determination against counted volumes, retiming a coordinated corridor's cycle length and offsets, setting ADA-compliant pedestrian walk/clearance intervals, or diagnosing whether a red-light-running/angle-crash pattern traces to timing versus driver behavior. https://domainexperts.dev/roles/watercraft-service-attendant/ https://domainexperts.dev/roles/watercraft-service-attendant/ Wed, 08 Jul 2026 03:34:23 +0700 Use when a task needs the judgment of an Automotive and Watercraft Service Attendant — fueling a boat at a marina dock, deciding whether a fuel-vent weep or dock spill must be reported, running the pre-start bilge-ventilation check before a customer restarts an engine, bonding a nozzle before transferring gasoline to a portable tank, or performing a full-service vehicle check (oil, tire pressure, fluids) at a pump island. https://domainexperts.dev/roles/airfield-operations-specialist/ https://domainexperts.dev/roles/airfield-operations-specialist/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of an airfield operations specialist — running a Part 139 self-inspection of the movement area, assigning a Runway Condition Code (RwyCC) after snow/ice contamination, deciding whether a discovered hazard needs an immediate NOTAM, triggering a Wildlife Hazard Assessment after a strike or sighting, or judging a FOD find as immediate-closure versus scheduled removal. https://domainexperts.dev/roles/driver-sales-worker/ https://domainexperts.dev/roles/driver-sales-worker/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Driver/Sales Worker on a direct-store-delivery (DSD) route — negotiating a shelf-facing or planogram change with a store manager, resizing a standing order after a shelf or demand change, deciding whether to pull code-dated product before a stale credit hits, reconciling a route's revenue-per-stop against cost-per-stop, or deciding whether to fight for shelf space back from a competitor. https://domainexperts.dev/roles/hoist-winch-operator/ https://domainexperts.dev/roles/hoist-winch-operator/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Hoist and Winch Operator — reading a winch drum's layer-specific line-pull rating instead of the bare-drum nameplate figure for a load near the top of a multi-layer wind, verifying an anti-two-block device is functional and not bypassed before a hoist that brings the block near the boom tip or headframe sheave, confirming brake holding capacity before leaving a load suspended on the hook, checking fleet angle and drum spooling before a lift, or choosing the operating discipline that applies to a mine hoist, a marine cargo/mooring winch, or a construction material hoist. https://domainexperts.dev/roles/light-truck-driver/ https://domainexperts.dev/roles/light-truck-driver/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Light Truck Driver — checking whether a vehicle reassignment crosses the 26,001 lb CDL threshold, deciding whether to skip a backing safety check to hit a delivery-window cutoff, classifying a proof-of-delivery or signature exception, planning stop-sequencing against a shift's on-duty time budget, or responding to a residential hazard (loose dog, blocked driveway, unsafe backing approach) mid-route. https://domainexperts.dev/roles/machine-feeder-offbearer/ https://domainexperts.dev/roles/machine-feeder-offbearer/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Machine Feeder and Offbearer — timing a manual feed/discharge task against a machine's actual cycle time to find a hidden bottleneck, verifying a two-hand control or presence-sensing device's minimum safety distance after a tooling or stock changeover, deciding whether a point-of-operation exposure needs a pullback device versus a restraint device versus presence-sensing, judging whether a light-curtain nuisance trip is an ergonomic fix or a defeat-in-progress, or holding a station when pace pressure has pushed hands closer to the point of operation than the safeguard's timing allows. https://domainexperts.dev/roles/motorboat-operator/ https://domainexperts.dev/roles/motorboat-operator/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Motorboat Operator — a licensed small-craft operator running tour boats, water taxis, harbor launches, or patrol/workboats — checking a passenger count against a vessel's Certificate of Inspection before departure, deciding how to handle a following sea or bar crossing without broaching, running a pre-departure passenger safety briefing, verifying whether an OUPV ("six-pack") license covers a given job, or timing a man-overboard response in cold water. https://domainexperts.dev/roles/parking-attendant/ https://domainexperts.dev/roles/parking-attendant/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a valet/parking attendant — intaking a guest's vehicle and documenting its condition, managing key custody during a shift, deciding how to stage or stack cars for a lot's density and departure pattern, staffing a valet stand for a predicted rush, or handling a disputed-damage or lost-ticket claim after the fact. https://domainexperts.dev/roles/rail-yard-engineer/ https://domainexperts.dev/roles/rail-yard-engineer/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Rail Yard Engineer, Dinkey Operator, or Hostler — deciding kick versus couple-and-shove for a cut of cars in flat switching, computing a safe release/coupling speed given rollout distance and rolling resistance, verifying blue-signal protection before an engine move onto an occupied track, pacing a shove to a hump crest against the tower's called spacing, or moving a locomotive within terminal track limits as a hostler for fueling or servicing. https://domainexperts.dev/roles/sailor-marine-oiler/ https://domainexperts.dev/roles/sailor-marine-oiler/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Sailor/Marine Oiler (unlicensed deck or engine-room rating) — positioning crew clear of a mooring line's snap-back zone before heaving in, running an engine-room gauge/sounding round and deciding what's a normal reading versus what needs escalation to the engineer of the watch, sequencing a chipping/priming/painting preservation cycle on exposed steel, or checking a vessel's abandon-ship and lifeboat drill compliance against SOLAS intervals. https://domainexperts.dev/roles/tank-loader/ https://domainexperts.dev/roles/tank-loader/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Tank Car, Truck, and Ship Loader — verifying bonding/grounding continuity before starting a flammable-liquid transfer, setting overfill-prevention trip points and outage volume for a compartment, connecting and confirming a vapor-recovery system before liquid flow starts, controlling initial fill rate on a switch-loaded compartment, or cross-checking shipping papers and placards against the actual loaded product before releasing a vehicle or vessel for transport. https://domainexperts.dev/roles/vehicle-cleaner/ https://domainexperts.dev/roles/vehicle-cleaner/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a fleet vehicle cleaner — running a bus/aircraft/rental-car turnaround clean against a fixed schedule window, responding to a bodily-fluid spill under bloodborne-pathogen protocol, choosing a chemical or pressure-washer setting that won't damage the surface it's meant to clean, or logging a found passenger item into chain of custody. https://domainexperts.dev/roles/vehicle-systems-inspector/ https://domainexperts.dev/roles/vehicle-systems-inspector/ Wed, 08 Jul 2026 03:23:20 +0700 Use when a task needs the judgment of a Transportation Vehicle, Equipment and Systems Inspector — selecting a Level I vs Level II vs Level III roadside inspection under time and lane constraints, applying CVSA out-of-service criteria to a measured brake pushrod stroke or tire tread reading, applying the 20%-of-brakes aggregate rule across a commercial motor vehicle, verifying a hazmat placard against a shipping paper's hazard class and aggregate weight, or distinguishing a CVSA decal from a DOT annual inspection sticker on a disputed call. https://domainexperts.dev/roles/aviation-inspector/ https://domainexperts.dev/roles/aviation-inspector/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of an Aviation Inspector — determining whether an air carrier's fleet is in compliance with an Airworthiness Directive across a maintenance-records sample, deciding where the FAA's compliance-and-enforcement ladder places a finding (compliance action vs. Letter of Correction vs. civil penalty vs. certificate action), auditing a Safety Management System for a functioning safety-assurance loop rather than paperwork completeness, scoping a records-sampling strategy across a fleet under surveillance, or deciding whether to ground an aircraft pending an AD compliance finding. https://domainexperts.dev/roles/bridge-lock-tender/ https://domainexperts.dev/roles/bridge-lock-tender/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Bridge and Lock Tender — deciding whether to open a movable span for a vessel signal during a restricted-hours window, sequencing a lock chamber's fill/empty and valve staging, verifying an interlock/gate cycle before commanding span movement, resolving a marine-traffic-vs-vehicle-traffic conflict, or coordinating a vessel passage over VHF. https://domainexperts.dev/roles/conveyor-operator/ https://domainexperts.dev/roles/conveyor-operator/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Conveyor Operator — diagnosing a mistracking belt before it becomes edge damage or spillage, verifying every lockout/tagout isolation point on a conveyor with a gravity take-up or incline before entering the nip zone, calculating each conveyor's actual delivered capacity in a multi-conveyor line to find the true bottleneck, deciding whether a mechanical or vulcanized splice fits a given tension rating, or judging whether a pinch-point guarding gap needs an immediate stop versus a scheduled fix. https://domainexperts.dev/roles/dredge-operator/ https://domainexperts.dev/roles/dredge-operator/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Dredge Operator — selecting cutterhead, hopper, or mechanical dredge type for a given sediment/depth/environmental profile, classifying dredged material for open-water vs. confined disposal from sediment-testing results, tuning hydraulic slurry density against pipeline critical velocity, verifying channel controlling depth against project depth and overdepth tolerance, or setting turbidity-monitoring response during active dredging. https://domainexperts.dev/roles/flight-attendant/ https://domainexperts.dev/roles/flight-attendant/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a flight attendant — verifying door-arming/disarming cross-check discipline at boarding close and arrival, computing the required cabin-crew count against 14 CFR 121.391 seat thresholds, assessing whether an inoperative exit changes evacuation-readiness math, working an in-flight medical event against the enhanced emergency medical kit and ground-based physician consult, or escalating an unruly-passenger situation through the FAA enforcement tiers. https://domainexperts.dev/roles/gas-compressor-station-operator/ https://domainexperts.dev/roles/gas-compressor-station-operator/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Gas Compressor and Gas Pumping Station Operator — checking compressor discharge temperature against pipe-coating and MAOP limits after a cooling-capacity loss, verifying odorant concentration against the 1/5-LEL detectability threshold, tracking PHMSA-mandated pressure-limiting/relief device test intervals, executing an emergency shutdown (ESD) and blowdown sequence, or diagnosing a high-temperature compressor trip against interstage/cooling trends. https://domainexperts.dev/roles/recycling-coordinator/ https://domainexperts.dev/roles/recycling-coordinator/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a recycling coordinator — setting or defending a contamination-reduction target against a materials recovery facility (MRF) contract's rejection bands, designing a public-education campaign to change set-out behavior, deciding single-stream vs. dual-stream collection tradeoffs, evaluating a hauler/MRF contract renewal under commodity-price volatility, or reporting program diversion-rate performance to elected officials. https://domainexperts.dev/roles/school-bus-driver/ https://domainexperts.dev/roles/school-bus-driver/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a school bus driver — running the loading/unloading danger-zone scan before releasing students, handling a stop-arm violation without leaving the bus, managing student behavior with no administrator aboard, or executing a railroad-crossing stop with students on board. https://domainexperts.dev/roles/ship-engineer/ https://domainexperts.dev/roles/ship-engineer/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Ship Engineer (marine engineering officer) — diagnosing a rising cooling-water temperature or falling lube-oil pressure trend before an automatic shutdown trips the main engine, deciding whether to authorize CO2 flooding of a machinery space during a fire, sequencing black-start and load-shedding after a total blackout at sea, or judging an oily-water-separator reading and Oil Record Book entry against MARPOL Annex I discharge limits. https://domainexperts.dev/roles/subway-streetcar-operator/ https://domainexperts.dev/roles/subway-streetcar-operator/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a subway or streetcar operator — deciding whether to hold at a stop or run to close a headway gap without violating minimum train separation, evaluating a door-obstruction sensor event before recycling or manually overriding the door, judging an ATC/ATO-to-manual mode transition and its speed restriction, planning a tunnel emergency-evacuation communication sequence, or verifying platform gap-filler deployment at a curved station before releasing doors. https://domainexperts.dev/roles/taxi-driver/ https://domainexperts.dev/roles/taxi-driver/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Taxi Driver — deciding whether to charge a filed flat rate or run the meter on an airport trip, screening and positioning for the next fare before dropping off the current passenger to cut deadhead miles, judging whether a late-night street hail is safe to accept, reconciling a shift's gross fares against total miles driven to find real profitability, or tracking medallion/vehicle-inspection and license renewal deadlines. https://domainexperts.dev/roles/warehouse-order-filler/ https://domainexperts.dev/roles/warehouse-order-filler/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Stocker or Order Filler — reading a pick list against warehouse slotting logic, sequencing a multi-line batch pick, applying FIFO/FEFO rotation on dated inventory, checking a lift against ergonomic lifting-index thresholds, or deciding whether a pace-vs-accuracy tradeoff should be flagged before it ships as a customer-facing error. https://domainexperts.dev/roles/wellhead-pumper/ https://domainexperts.dev/roles/wellhead-pumper/ Wed, 08 Jul 2026 03:08:55 +0700 Use when a task needs the judgment of a Wellhead Pumper — diagnosing a rod-pump problem from a dynamometer card, responding to an H2S gas-detection reading at a wellsite, deciding whether a production drop needs a workover or a mechanical fix, gauging tank levels and tracking produced-water disposal-pressure limits, or setting solo-work safety protocol for remote well rounds. https://domainexperts.dev/roles/air-traffic-controller/ https://domainexperts.dev/roles/air-traffic-controller/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of an air traffic controller — sequencing and spacing arrivals/departures, resolving a projected loss of separation, applying wake-turbulence separation between mismatched aircraft categories, deciding when to query a read-back, or working a facility through a saturation/traffic-management event. https://domainexperts.dev/roles/ambulance-driver-attendant/ https://domainexperts.dev/roles/ambulance-driver-attendant/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of an ambulance driver/attendant (non-EMT) — deciding emergency-vehicle driving mode, clearing an intersection under lights-and-siren, handling a scheduled inter-facility or discharge transport, securing and lifting a patient on a stretcher/gurney, or responding to time pressure from family or a sending facility to "run it hot. https://domainexperts.dev/roles/commercial-pilot/ https://domainexperts.dev/roles/commercial-pilot/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a commercial pilot — computing density-altitude-adjusted takeoff/landing distance against runway available, checking weight-and-balance CG against the envelope (not just gross weight), deciding an IFR/VFR go/no-go against personal minimums instead of legal minimums, interpreting a METAR/TAF (TEMPO/PROB groups, 1-2-3 alternate rule) for a go decision, or setting divert/turn-back triggers before a flight departs. https://domainexperts.dev/roles/crane-tower-operator/ https://domainexperts.dev/roles/crane-tower-operator/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a Crane and Tower Operator — deciding whether current gust readings require a stand-down given a specific load's sail area, running a blind lift through a signal person when the pick or landing zone is outside the cab's sightline, reading a fixed installation's load chart at the counterweight/jib configuration actually installed, calculating each crane's load share on a two-crane tandem pick, or judging when to set the jib to free-slew ahead of a wind event. https://domainexperts.dev/roles/heavy-truck-driver/ https://domainexperts.dev/roles/heavy-truck-driver/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a Heavy and Tractor-Trailer Truck Driver — planning a delivery commitment against Hours of Service clocks, deciding whether a load is properly cargo-secured before departure, categorizing a pre-trip inspection defect as out-of-service or driveable, handling an ELD malfunction or exception code, or weighing fatigue risk against dispatch pressure to keep rolling. https://domainexperts.dev/roles/industrial-truck-operator/ https://domainexperts.dev/roles/industrial-truck-operator/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of an Industrial Truck and Tractor Operator — checking a load against a forklift's rated capacity and load center, judging stability-triangle tip-over risk before raising or tilting a load, verifying rack beam load-capacity before stacking a pallet, managing pedestrian-forklift traffic in a shared warehouse aisle, or deciding whether an operator needs recertification after an incident. https://domainexperts.dev/roles/locomotive-engineer/ https://domainexperts.dev/roles/locomotive-engineer/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a locomotive engineer — planning a brake application and train-handling sequence for a loaded train on a descending grade, interpreting a signal aspect and determining absolute versus permissive authority, managing slack-action risk during a throttle-to-brake transition, reasoning about a positive train control (PTC) penalty-brake enforcement event, or evaluating an Hours of Service rest-period question before accepting or continuing an assignment. https://domainexperts.dev/roles/railroad-conductor-yardmaster/ https://domainexperts.dev/roles/railroad-conductor-yardmaster/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a Railroad Conductor or Yardmaster — building an outbound train's block order from a classification yard, verifying blue-signal protection before authorizing a move onto an occupied track, checking hazmat placarding and buffer-car placement against a train consist, deciding whether a train's operative-brake percentage is legal to depart on, or running a shoving movement with radio/hand-signal point protection. https://domainexperts.dev/roles/refuse-collector/ https://domainexperts.dev/roles/refuse-collector/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a refuse and recyclable material collector — deciding whether to back a truck without a spotter, screening a recycling container for contamination, clearing a hopper/packer jam, or re-sequencing a route that's running behind schedule. https://domainexperts.dev/roles/ship-captain/ https://domainexperts.dev/roles/ship-captain/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a Ship Captain / Deck Officer — determining give-way/stand-on status and the required collision-avoidance action in a crossing, overtaking, or head-on encounter, calculating available stability (GM) margin before a heavy-weather passage or a loading change, correcting a dead-reckoning track for set and drift, assessing STCW rest-hour compliance and watch-bill fatigue risk, or deciding whether to escalate a bridge situation to the master under Bridge Resource Management practice. https://domainexperts.dev/roles/shuttle-driver-chauffeur/ https://domainexperts.dev/roles/shuttle-driver-chauffeur/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a Shuttle Driver/Chauffeur — building a multi-stop pickup schedule with per-stop buffer time, deciding whether to hold or re-sequence a route when a passenger runs late, checking a manifest's luggage against a vehicle's cargo capacity, briefing on client-confidentiality norms for private transport, or setting defensive-driving following distance for passenger-carrying vehicles. https://domainexperts.dev/roles/transit-bus-driver/ https://domainexperts.dev/roles/transit-bus-driver/ Wed, 08 Jul 2026 02:57:38 +0700 Use when a task needs the judgment of a transit or intercity bus driver — running a pre-trip lift/ramp check, securing a wheelchair passenger, deciding whether to hold following distance and speed against on-time-performance pressure, de-escalating a passenger disturbance, or logging an ADA equipment failure and delay code. https://domainexperts.dev/roles/boilermaker/ https://domainexperts.dev/roles/boilermaker/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a Boilermaker — qualifying or selecting a welding procedure for a pressure-boundary repair, deciding whether a defect is a code "repair" or an "alteration" under the National Board Inspection Code, sizing a tube-to-drum rolled joint expansion, reading radiographic or ultrasonic weld inspection results against acceptance criteria, or setting a post-repair hydrostatic test pressure and hold time. https://domainexperts.dev/roles/construction-laborer/ https://domainexperts.dev/roles/construction-laborer/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a construction laborer — determining which OSHA-mandated protective system (sloping, benching, shoring, or shielding) a trench needs given its soil classification and depth, working as spotter/signal person on a crane or heavy-equipment lift, staging material and equipment on an active multi-trade site, or reading which hazard zone (excavation, crane swing, electrical rough-in) is live as work moves across the site. https://domainexperts.dev/roles/construction-painter/ https://domainexperts.dev/roles/construction-painter/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a construction/maintenance painter — scoping an exterior or interior repaint, diagnosing why a paint job failed (blistering, alligatoring, peeling), pricing a job against real coat-count and prep requirements, deciding whether EPA lead-paint rules apply, or timing application against moisture and weather conditions. https://domainexperts.dev/roles/fence-erector/ https://domainexperts.dev/roles/fence-erector/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a Fence Erector — sizing post footing depth and diameter against frost line and wind load, verifying a boundary survey before setting posts on a property line, specifying a pool or child-safety barrier to code, engineering a gate for a wide or heavy opening, or diagnosing a heaving, leaning, or sagging fence. https://domainexperts.dev/roles/hazmat-removal-worker/ https://domainexperts.dev/roles/hazmat-removal-worker/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a hazardous materials removal worker — verifying negative-pressure asbestos containment integrity before and during Class I removal, sizing negative air machines and calculating required air changes per hour, selecting respirator class (APR vs. PAPR vs. supplied-air) against a measured or assumed exposure level, interpreting post-abatement clearance results (PCM/TEM fiber counts or lead dust-wipe results) as a pass/fail gate, or setting up IICRC S520 mold containment and negative air for a Condition 3 remediation. https://domainexperts.dev/roles/operating-engineer/ https://domainexperts.dev/roles/operating-engineer/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of an Operating Engineer — re-checking a crane's load chart before a pick when the working radius will change mid-lift, deciding whether a utility locate mark requires hand-digging before mechanized excavation, verifying excavation grade against a laser/GPS benchmark, setting up a swing-radius exclusion zone and signal-person protocol near ground crews, or judging on-outriggers vs on-rubber lift capacity for a pick. https://domainexperts.dev/roles/pipelayer/ https://domainexperts.dev/roles/pipelayer/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a Pipelayer — setting or verifying gravity-sewer or water-main grade from stationed invert elevations, classifying trench soil and selecting a protective system under OSHA Subpart P, selecting bedding class and compaction targets by pipe material, checking water/sewer horizontal and vertical separation at a crossing, or diagnosing a slope, deflection, or compaction defect before backfill sign-off. https://domainexperts.dev/roles/plasterer-stucco-mason/ https://domainexperts.dev/roles/plasterer-stucco-mason/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a plasterer / stucco mason — laying out control joints on a large stucco elevation, scheduling cure time between scratch/brown/finish coats against a construction deadline, specifying weather-resistive-barrier and lath detailing behind stucco, setting a weep-screed/flashing detail at the base of a wall, or diagnosing a moisture-intrusion or cracking failure in traditional stucco or EIFS. https://domainexperts.dev/roles/reinforcing-iron-rebar-worker/ https://domainexperts.dev/roles/reinforcing-iron-rebar-worker/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a reinforcing iron and rebar worker — computing a Class A/B tension lap-splice length for a specific bar size, grade, and concrete strength before a pour, verifying concrete-cover distances and chair/bolster heights during placement, checking bar-grade mill marks against the design's specified grade before tying a splice, deciding whether epoxy-coating damage on a bar requires patch repair or outright rejection, or reading a bar-bending schedule against the structural drawings for a placement conflict. https://domainexperts.dev/roles/solar-photovoltaic-installer/ https://domainexperts.dev/roles/solar-photovoltaic-installer/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a Solar Photovoltaic Installer — sizing a PV string against cold-weather Voc and inverter max input voltage, specifying rapid-shutdown equipment to meet NEC 690.12, sizing a backfeed breaker against the NEC 705.12(B)(3)(c) 120% interconnection rule, specifying a flashed roof-penetration mounting method, or laying out fire-code pathways and setbacks on a rooftop array. https://domainexperts.dev/roles/stonemason/ https://domainexperts.dev/roles/stonemason/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a Stonemason — selecting a stone type/density class for a climate's freeze-thaw exposure, sizing stone-veneer anchor spacing from unit weight and rated anchor capacity, laying out a dry-stack wall's batter for gravity stability, choosing a compatible repair mortar for historic stone restoration, or diagnosing a spalling/delamination failure in existing stonework. https://domainexperts.dev/roles/tile-stone-setter/ https://domainexperts.dev/roles/tile-stone-setter/ Wed, 08 Jul 2026 02:45:53 +0700 Use when a task needs the judgment of a Tile and Stone Setter — selecting a shower waterproofing method against the drain type, specifying mortar coverage and trowel size for large-format tile or a wet area, setting a lippage tolerance and leveling-clip plan, choosing grout/sealer chemistry for natural stone, or reviewing a tile contractor's quote for missing substrate or membrane line items. https://domainexperts.dev/roles/brickmason-blockmason/ https://domainexperts.dev/roles/brickmason-blockmason/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a Brickmason/Blockmason — selecting mortar type for a load-bearing vs. veneer application, sizing and placing control or expansion joints, specifying veneer-tie spacing and cavity-wall drainage/weep-hole layout, applying cold-weather masonry protection thresholds, or diagnosing a moisture or cracking failure in existing masonry. https://domainexperts.dev/roles/carpenter/ https://domainexperts.dev/roles/carpenter/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a Carpenter — sizing a header for a bearing-wall opening, laying out and cutting stair stringers to code, checking a rough opening before a door or window goes in, deciding whether framing lumber is dry enough to close in, or field-modifying engineered lumber (I-joists, LVL) without voiding its rating. https://domainexperts.dev/roles/cement-mason-concrete-finisher/ https://domainexperts.dev/roles/cement-mason-concrete-finisher/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a cement mason / concrete finisher — timing float and trowel work against bleed water and set, laying out and cutting control joints on a slab, choosing air-entrainment and mix parameters for freeze-thaw exposure, adjusting a finishing schedule for hot- or cold-weather concreting, or diagnosing a slab defect (blistering, scaling, random cracking) after the fact. https://domainexperts.dev/roles/construction-building-inspector/ https://domainexperts.dev/roles/construction-building-inspector/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a Construction and Building Inspector — deciding whether a phase of work passes a hold-point inspection (foundation, framing, rough-in, insulation, final) or gets red-tagged, writing a correction notice that will hold up on appeal, resolving a conflict between the approved plans and field conditions, applying a specific IRC/IBC section to a borderline condition (egress, smoke/CO detector placement, GFCI/AFCI locations), or deciding whether schedule pressure from a contractor changes the call. https://domainexperts.dev/roles/construction-trades-supervisor/ https://domainexperts.dev/roles/construction-trades-supervisor/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a Construction Trades Supervisor (foreman) — allocating a crew's daily task assignments against a labor-unit budget, deciding whether today's scope requires a formally designated OSHA competent person, arbitrating a trade-sequencing conflict between crews needing the same physical space, tracking crew productivity variance before it shows up on the master schedule, or logging and acting on a near-miss. https://domainexperts.dev/roles/drywall-ceiling-tile-installer/ https://domainexperts.dev/roles/drywall-ceiling-tile-installer/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a drywall and ceiling tile installer — specifying a fire-rated wall/ceiling assembly to a UL design number, hitting an STC target on a demising wall, choosing board type for a wet area, placing control joints on a long run, or diagnosing why a finished assembly failed inspection or a sound/mold complaint. https://domainexperts.dev/roles/elevator-escalator-installer/ https://domainexperts.dev/roles/elevator-escalator-installer/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a licensed elevator mechanic — diagnosing a governor or safety-circuit fault, planning or witnessing a Category 1/Category 5 periodic test, sequencing an elevator or escalator installation/modernization to code, or deciding whether equipment can stay in service pending a repair. https://domainexperts.dev/roles/glazier/ https://domainexperts.dev/roles/glazier/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a glazier — selecting glass type for a hazardous-location or code-compliant repair, sizing glass against a wind-load design pressure for a storefront or curtain-wall opening, specifying setting blocks and edge clearance for a glazing job, or diagnosing insulating-glass-unit seal failure or thermal-stress cracking. https://domainexperts.dev/roles/plumber-pipefitter-steamfitter/ https://domainexperts.dev/roles/plumber-pipefitter-steamfitter/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs licensed plumber/pipefitter/steamfitter judgment — sizing DWV or water-supply pipe by fixture-unit tables, selecting a backflow-prevention device by cross-connection hazard class, diagnosing trap-seal loss or slow drains from vent-distance or slope violations, sizing water-hammer arrestors and thermal-expansion tanks, or pressure-testing new water, gas, or steam piping before cover. https://domainexperts.dev/roles/roofer/ https://domainexperts.dev/roles/roofer/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a Roofer — planning fall protection and anchor points for a steep-slope job, specifying a nailing pattern against a wind-zone rating, matching a roofing system to a measured slope, sizing and balancing attic intake/exhaust ventilation, or specifying ice-and-water shield extent for a climate zone. https://domainexperts.dev/roles/sheet-metal-worker/ https://domainexperts.dev/roles/sheet-metal-worker/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a sheet metal worker fabricating and installing HVAC ductwork — selecting duct gauge for a pressure class and dimension, laying out a transition or offset fitting, resolving a field obstruction against static-pressure and code impact, checking leakage/seal class requirements, or flagging a fire/smoke damper needed at a rated wall or floor penetration. https://domainexperts.dev/roles/structural-iron-steel-worker/ https://domainexperts.dev/roles/structural-iron-steel-worker/ Wed, 08 Jul 2026 02:33:53 +0700 Use when a task needs the judgment of a structural iron and steel worker — deciding how many bolts and which pretensioning method a connection needs before a crane hook can release, setting fall-protection posture for a specific height band and role (connector vs. general worker) during steel erection, tracking which bays of a partially erected frame are still temporary-braced versus structurally complete, sizing or bounding a controlled decking zone, or diagnosing a double-connection/anchor-rod fit-up problem. https://domainexperts.dev/roles/audiovisual-equipment-installer/ https://domainexperts.dev/roles/audiovisual-equipment-installer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of an audiovisual equipment installer/repairer — diagnosing an EDID or HDCP handshake failure between a source and a display, sizing a display's screen size and brightness for a room's viewing distance and ambient light, specifying an HDMI/HDBaseT/AVoIP signal run against its rated distance ceiling, designing conference-room speaker placement and acoustics, or drawing the install-vs-programming boundary with a control-system (Crestron/Extron/AMX) integrator. https://domainexperts.dev/roles/auto-glass-installer-repairer/ https://domainexperts.dev/roles/auto-glass-installer-repairer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of an auto-glass installer/repairer — deciding whether a chip or crack qualifies for resin repair versus full replacement, calculating a safe drive-away time for the adhesive and conditions on a job, determining whether a windshield replacement triggers ADAS camera recalibration, or diagnosing a cut-out/pinch-weld defect before it becomes a leak or corrosion claim. https://domainexperts.dev/roles/coin-vending-amusement-machine-servicer/ https://domainexperts.dev/roles/coin-vending-amusement-machine-servicer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a Coin, Vending, and Amusement Machine Servicer and Repairer — triaging a jam across bill validators, coin mechanisms, refrigerated vending units, and arcade/amusement PCBs on a route, setting restock par levels against route-cycle economics, investigating a cash-collection variance at a stop, or applying food-safety temperature/time discard rules on perishable vending product. https://domainexperts.dev/roles/commercial-industrial-electronics-repairer/ https://domainexperts.dev/roles/commercial-industrial-electronics-repairer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a Commercial and Industrial Electronics Repairer — diagnosing a VFD fault trip on a production line, tracing a PLC I/O fault back to the sensor, the wiring, or the ladder logic, selecting arc-flash PPE for live-panel diagnostic work, triaging multiple simultaneous down-lines by downtime-cost-per-hour, or deciding drive/board swap versus component-level repair. https://domainexperts.dev/roles/electric-motor-power-tool-repairer/ https://domainexperts.dev/roles/electric-motor-power-tool-repairer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of an electric-motor and power-tool repairer — reading a megohmmeter/polarization-index test to catch a winding fault before failure, deciding rewind vs. replace on a failed induction motor, isolating a bearing fault from a broken-rotor-bar fault, judging brush/commutator wear on a universal motor, or evaluating whether a rewind was actually done to spec. https://domainexperts.dev/roles/general-maintenance-repair-worker/ https://domainexperts.dev/roles/general-maintenance-repair-worker/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a general maintenance and repair worker — triaging a mixed work-order queue at an apartment complex, school, or small commercial building, deciding whether a repair is safe to DIY or must be escalated to a licensed electrician/plumber/HVAC tech, sequencing preventive maintenance against reactive tickets, or writing an escalation handoff note for a subcontractor. https://domainexperts.dev/roles/machinery-maintenance-worker/ https://domainexperts.dev/roles/machinery-maintenance-worker/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a Machinery Maintenance Worker — running a lubrication/PM route and deciding what's normal wear versus a leading indicator worth flagging, setting duty-cycle-adjusted relube intervals and grease quantities, checking belt tension/deflection against spec, or deciding whether a route finding gets corrected on the spot versus escalated to a mechanic. https://domainexperts.dev/roles/mechanical-door-repairer/ https://domainexperts.dev/roles/mechanical-door-repairer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a Mechanical Door Repairer — diagnosing an out-of-balance garage or overhead door, sizing and replacing torsion springs by cycle life instead of weight chart alone, verifying UL 325 entrapment protection on an automatic operator, specifying hardware for a high-cycle commercial dock door, or working out a track-alignment or cable-failure complaint. https://domainexperts.dev/roles/motor-vehicle-electronic-equipment-installer/ https://domainexperts.dev/roles/motor-vehicle-electronic-equipment-installer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs senior 12V/mobile-electronics installer judgment — wiring an amplifier and subwoofer(s) to a safe final impedance, setting amplifier gain against a measured reference instead of by ear, integrating remote start/alarm with a vehicle's factory data bus without splicing into it, diagnosing a parasitic battery drain introduced by an aftermarket accessory, or deciding whether ADAS camera/radar recalibration is triggered by bumper/windshield work done for an install. https://domainexperts.dev/roles/refractory-materials-repairer/ https://domainexperts.dev/roles/refractory-materials-repairer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a Refractory Materials Repairer — selecting a refractory class for a furnace or kiln zone's actual temperature and atmosphere, building a dry-out/cure schedule for castable refractory, sizing expansion joints in a new lining, deciding brick versus monolithic repair under a downtime deadline, or diagnosing a premature lining failure. https://domainexperts.dev/roles/telecom-equipment-installer/ https://domainexperts.dev/roles/telecom-equipment-installer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a telecommunications equipment installer/repairer — certifying a structured-cabling run against TIA-568 channel and permanent-link limits, sizing a PoE power budget for a device at the end of a long cable run, triaging a "the internet/phones are down" call to determine whether the fault is the carrier's or the customer's side of the demarc, diagnosing choppy VoIP call quality by separating latency/jitter/packet-loss causes, or commissioning a PBX/hosted-VoIP system on a new premise build. https://domainexperts.dev/roles/transportation-electrical-electronics-installer/ https://domainexperts.dev/roles/transportation-electrical-electronics-installer/ Wed, 08 Jul 2026 02:21:01 +0700 Use when a task needs the judgment of a Transportation Electrical and Electronics Installer/Repairer — isolating a multiplex-network fault that presents as symptoms on two unrelated bus/rail-car systems at once, sizing and derating a harness repair for a vibration-heavy vehicle environment, diagnosing a battery-bank complaint that passes an open-circuit voltage check, routing/protecting a harness at a bulkhead penetration, or writing up a repeat-fault repair order. https://domainexperts.dev/roles/bicycle-repairer/ https://domainexperts.dev/roles/bicycle-repairer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a bicycle repairer — diagnosing drivetrain skip and quoting chain-vs-cassette replacement, torquing carbon components to spec, bleeding hydraulic disc brakes, truing a wheel to tension (not just by eye), or deciding whether a safety-critical fastener issue needs to be declined-in-writing rather than patched. https://domainexperts.dev/roles/camera-equipment-repairer/ https://domainexperts.dev/roles/camera-equipment-repairer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a camera-equipment repairer — diagnosing sensor dust vs. lens contamination, deciding whether a shutter is nearing end-of-life and should be replaced vs. repaired, calibrating autofocus and lens collimation, isolating image-stabilization mechanism faults, or sourcing parts for a discontinued body/lens. https://domainexperts.dev/roles/control-valve-installer-repairer/ https://domainexperts.dev/roles/control-valve-installer-repairer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Control and Valve Installer/Repairer — sizing a control valve's Cv against actual process flow, diagnosing a limit-cycling control loop as valve stiction versus a bad PID tune, running an FCI 70-2 seat-leakage or API 598 pressure test, calibrating a positioner/actuator after a rebuild, or scheduling PHMSA-mandated regulator/relief-valve testing on a gas distribution system. https://domainexperts.dev/roles/mobile-home-installer/ https://domainexperts.dev/roles/mobile-home-installer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Manufactured Home Installer — siting and grading a home site, sizing piers and footings against actual soil-bearing capacity, specifying wind-zone-rated anchoring and tie-downs, closing a multi-section marriage line and crossover utility connections, or diagnosing a failed final inspection. https://domainexperts.dev/roles/motorboat-mechanic/ https://domainexperts.dev/roles/motorboat-mechanic/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs senior motorboat-mechanic judgment — diagnosing why gearcase oil came out milky on a lower-unit service, sizing sacrificial anodes against wetted metal area instead of guessing, evaluating whether a stored engine's ethanol fuel has phase-separated, sequencing a fleet's fall winterization or spring commissioning, or verifying ABYC/SAE ignition-protection compliance in an enclosed gasoline engine compartment before a boat leaves the shop. https://domainexperts.dev/roles/musical-instrument-repairer-tuner/ https://domainexperts.dev/roles/musical-instrument-repairer-tuner/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Musical Instrument Repairer and Tuner — aurally tuning a piano to a stretched temperament, regulating a grand or upright action, reseating and leak-testing woodwind pads, aligning brass valves and slides, setting up a guitar or violin's action and neck relief, or diagnosing humidity-related damage to a wood instrument. https://domainexperts.dev/roles/rail-car-repairer/ https://domainexperts.dev/roles/rail-car-repairer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Rail Car Repairer — deciding whether a wheel/coupler/brake defect meets a bad-order condemning limit, classifying a running-repair defect as wear-and-tear vs. handling-caused for AAR interchange billing, running and interpreting a single-car air brake test before re-stenciling a repaired car, inspecting a coupler knuckle for crack rejection, or writing up an interchange defect report that another railroad will dispute. https://domainexperts.dev/roles/rv-service-technician/ https://domainexperts.dev/roles/rv-service-technician/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs senior RV-service-technician judgment — leak-testing an LP-gas system before returning it to service, diagnosing a roof-seal or water-intrusion complaint before it reaches structural delamination, correcting a slide-out racking or binding complaint, diagnosing a 12V/120V converter-or-inverter electrical fault, or winterizing a fresh-water and plumbing system. https://domainexperts.dev/roles/signal-track-switch-repairer/ https://domainexperts.dev/roles/signal-track-switch-repairer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a signal and track switch repairer (railroad signal maintainer) — diagnosing an intermittent false-clear or failure-to-shunt report on a track circuit, evaluating a worn or gapped switch point for continued service, planning a vital-relay or interlocking-logic test after a signal system change, or deciding whether a wayside fault can be worked around versus requiring an immediate slow order or stop-and-flag. https://domainexperts.dev/roles/small-engine-mechanic/ https://domainexperts.dev/roles/small-engine-mechanic/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Small Engine Mechanic — diagnosing a 2-stroke engine that won't idle, bogs, or smokes heavily, correcting a customer's fuel oil-mix ratio math, adjusting a diaphragm or float-type carburetor to spec, evaluating whether stale ethanol fuel varnished a carburetor after seasonal storage, or planning parts-stocking and staffing across the inverse spring mower and fall/winter snowblower service rushes. https://domainexperts.dev/roles/tire-repairer-changer/ https://domainexperts.dev/roles/tire-repairer-changer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Tire Repairer and Changer — deciding whether a puncture is safely repairable, choosing between plug, patch, and combination repair, refusing a load-range or speed-rating substitution a customer wants, sequencing lug-nut torque on a wheel reinstall, and clearing TPMS after tire service. https://domainexperts.dev/roles/watch-clock-repairer/ https://domainexperts.dev/roles/watch-clock-repairer/ Wed, 08 Jul 2026 01:37:25 +0700 Use when a task needs the judgment of a Watch and Clock Repairer — diagnosing a mechanical movement fault from timegrapher readings, deciding how to source or fabricate a part for a discontinued caliber, verifying water resistance after a case has been opened, authenticating a vintage or luxury piece before quoting repair, or setting a service interval for a client's collection. https://domainexperts.dev/roles/avionics-technician/ https://domainexperts.dev/roles/avionics-technician/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of an avionics technician — chasing an intermittent nav/comm or autopilot fault that "checks good" on the ground, deciding whether an avionics upgrade needs an STC or qualifies for field approval, verifying bonding resistance and wire-bundle separation on an install, cross-checking a new LRU's DO-160 environmental qualification against its install location, or writing an avionics discrepancy/return-to-service entry. https://domainexperts.dev/roles/farm-equipment-mechanic/ https://domainexperts.dev/roles/farm-equipment-mechanic/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a Farm Equipment Mechanic — diagnosing an ECU fault code on a combine or tractor before swapping parts, pressure-testing a hydraulic circuit on a planter or sprayer, troubleshooting a PTO or ISOBUS/CAN-bus communication fault, triaging a harvest-season breakdown against dealer-only diagnostic tool access, or scoping a pre-season inspection program against in-season failure risk. https://domainexperts.dev/roles/heavy-equipment-mechanic/ https://domainexperts.dev/roles/heavy-equipment-mechanic/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a Mobile Heavy Equipment Mechanic — diagnosing a slow or drifting hydraulic cylinder on an excavator/dozer/loader, measuring undercarriage wear to decide replace-now vs run-on, deciding whether to repair on the job site or haul the machine to the shop, sequencing OEM PM intervals for abrasive-site duty cycles, or investigating a repeat hydraulic component failure tied to fluid contamination. https://domainexperts.dev/roles/home-appliance-repairer/ https://domainexperts.dev/roles/home-appliance-repairer/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a Home Appliance Repairer — diagnosing a refrigerator, washer, dryer, dishwasher, or range fault from a customer's symptom description, deciding repair vs. replace on an aging unit, sequencing truck-stock parts to fix a call in one visit, checking a unit against an open safety recall before billing a repair, or scoping sealed-system refrigerant work under EPA rules. https://domainexperts.dev/roles/locksmith-safe-repairer/ https://domainexperts.dev/roles/locksmith-safe-repairer/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a Locksmith and Safe Repairer — verifying authority before a lockout or entry job, deciding rekey vs. cylinder replacement, designing or repairing a master key system, translating a safe-buying question into a burglary/fire rating class, or scoping a lost-combination safe job. https://domainexperts.dev/roles/medical-equipment-repairer/ https://domainexperts.dev/roles/medical-equipment-repairer/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a medical equipment repairer (biomedical equipment technician / BMET) — triaging simultaneous work orders by patient-safety criticality, deciding whether a device passes electrical-safety and functional return-to-service testing, setting or revising a risk-based PM interval, investigating a repeat-fault device for a recall or reportable-event pattern, or preparing equipment records for a Joint Commission or CMS survey. Distinct from a biomedical-engineer (designs and verifies devices pre-market) and a regulatory-affairs-specialist (owns the submission/recall filing, not the bench work). https://domainexperts.dev/roles/motorcycle-mechanic/ https://domainexperts.dev/roles/motorcycle-mechanic/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs senior motorcycle-mechanic judgment — running a T-CLOCS-style intake inspection on a vague handling complaint, diagnosing a rough-idle or no-start complaint on a fleet split between carbureted and fuel-injected machines, deciding whether chain/sprocket or tire wear is ride-safe versus stop-ship, scoping a valve-clearance service against architecture-specific spec, or pricing seasonal storage-prep against the spring comeback it prevents. https://domainexperts.dev/roles/powerhouse-substation-electrician/ https://domainexperts.dev/roles/powerhouse-substation-electrician/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a powerhouse/substation electrician — planning and independently verifying a switching order to de-energize substation equipment (transformers, breakers, buses) for maintenance, interpreting a dissolved gas analysis (DGA) trend to decide whether a transformer stays in service, testing and coordinating protective relays against NERC PRC-005 intervals, or selecting arc-flash PPE from an equipment-specific incident-energy study rather than voltage class alone. https://domainexperts.dev/roles/radio-tower-technician/ https://domainexperts.dev/roles/radio-tower-technician/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs senior radio/cellular/tower-technician judgment — deciding whether an RF power-down authorization from a carrier NOC (network operations center) is actually sufficient before a climber works near a live antenna, validating a tower-specific rescue plan before a climb, diagnosing a failed VSWR or PIM reading after antenna installation, or triaging an obstruction-light outage against the FAA notification clock. https://domainexperts.dev/roles/rigger/ https://domainexperts.dev/roles/rigger/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a rigger — writing an engineered lift plan for a critical or tandem-crane pick, calculating load share and center of gravity for an asymmetric multi-point lift, selecting and derating slings/shackles for hitch type and D/d ratio, setting an exclusion zone and tag-line plan for a suspended-load lift, or inspecting rigging gear against numeric rejection criteria before use. https://domainexperts.dev/roles/telecom-line-installer/ https://domainexperts.dev/roles/telecom-line-installer/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs the judgment of a telecommunications line installer/repairer — calculating an OTDR (optical time-domain reflectometer) loss budget for a new fiber run, sequencing pole attachment and make-ready coordination with a power utility on a joint-use pole, diagnosing a fault from OTDR traces before dispatching a truck, or evaluating whether a splice closure or bend-radius shortcut is actually safe to ship. https://domainexperts.dev/roles/wind-turbine-technician/ https://domainexperts.dev/roles/wind-turbine-technician/ Wed, 08 Jul 2026 01:08:42 +0700 Use when a task needs senior wind-turbine-service-technician judgment — deciding whether a climb/rescue plan is valid to proceed on a given tower today, reading gearbox oil analysis or SCADA vibration trends to schedule a repair before failure, setting or verifying tower- and blade-bolt torque/re-torque procedure, or triaging a lightning-strike or drivetrain-alarm event. https://domainexperts.dev/roles/aircraft-mechanic/ https://domainexperts.dev/roles/aircraft-mechanic/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a certificated aircraft mechanic — triaging a maintenance discrepancy, deciding whether an item can be MEL-deferred or grounds the aircraft, working out an Airworthiness Directive's compliance deadline, reviewing a torque/safety-wire job before sign-off, or writing a return-to-service log entry. https://domainexperts.dev/roles/auto-body-repairer/ https://domainexperts.dev/roles/auto-body-repairer/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of an auto-body-repairer — deciding whether a damaged structural component gets pulled or replaced, reconciling an insurance estimate against actual teardown damage, writing a supplement, determining whether a repair triggers ADAS recalibration, or checking a proposed repair against an OEM position statement. https://domainexperts.dev/roles/auto-service-technician/ https://domainexperts.dev/roles/auto-service-technician/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs senior auto-service-technician judgment — diagnosing a check-engine-light or drivability complaint from DTCs and live data, deciding whether a code-named part actually needs replacing or the fault lies upstream, scoping a flat-rate repair order and labor time, choosing warranty vs. customer-pay job costing, or separating a genuinely needed repair from an upsell. https://domainexperts.dev/roles/commercial-diver/ https://domainexperts.dev/roles/commercial-diver/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a Commercial Diver — planning a surface-supplied or SCUBA-mode dive against no-decompression limits, sizing a bailout/reserve gas supply before descent, choosing wet vs. dry (habitat) underwater welding for a repair, scoping an underwater NDT inspection, or deciding whether to abort a dive against a safety threshold. https://domainexperts.dev/roles/computer-atm-office-machine-repairer/ https://domainexperts.dev/roles/computer-atm-office-machine-repairer/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a Computer, ATM, and Office Machine Repairer — triaging a down ATM, PC, or copier against a contracted SLA clock, deciding board-swap vs. component-level repair, handling cash-dispenser faults under dual-custody rules, or reading fleet MTBF/MTTR data to catch a reliability problem before it becomes a run of service calls. https://domainexperts.dev/roles/diesel-truck-mechanic/ https://domainexperts.dev/roles/diesel-truck-mechanic/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a Diesel Truck Mechanic — diagnosing a DPF/DEF/SCR derate or fault code, deciding whether a defect meets CVSA out-of-service criteria, sequencing a PM-A/PM-B preventive maintenance interval, triaging a roadside breakdown against downtime cost, or writing up a DOT annual inspection failure. https://domainexperts.dev/roles/hvac-technician/ https://domainexperts.dev/roles/hvac-technician/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs senior HVAC-technician judgment — verifying refrigerant charge against a manufacturer target, sizing or right-sizing equipment against a Manual J load, diagnosing a short-cycling or poor-dehumidification complaint, reading static pressure and airflow to separate a duct problem from a charge problem, or handling refrigerant under EPA Section 608 requirements. https://domainexperts.dev/roles/industrial-machinery-mechanic/ https://domainexperts.dev/roles/industrial-machinery-mechanic/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of an Industrial Machinery Mechanic — reading vibration/thermal/oil-analysis trends to catch a bearing or gearbox failure before it happens, tracing a fault to lubrication, misalignment, or a design/loading flaw instead of just swapping the part, setting PM/PdM intervals on production-critical rotating equipment, or planning a laser shaft alignment or LOTO-governed repair. https://domainexperts.dev/roles/mechanics-installers-supervisor/ https://domainexperts.dev/roles/mechanics-installers-supervisor/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a first-line supervisor over a mixed-skill technician crew — diagnosing whether a comeback pattern is a technician skill gap or a parts-quality problem, reconciling flat-rate efficiency against comeback rate before crediting a "fast" technician, job-costing a warranty or goodwill redo, assigning jobs by ASE certification and job complexity, or verifying lockout/tagout compliance on a multi-technician repair. https://domainexperts.dev/roles/millwright/ https://domainexperts.dev/roles/millwright/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a millwright — rigging and setting a machine skid onto a new foundation, calculating sling-angle load factors for an asymmetric lift, leveling and epoxy-grouting a machine base, laser-aligning a motor-to-driven-equipment coupling within RPM-appropriate tolerance, or diagnosing a post-startup vibration/misalignment problem traced back to the install. https://domainexperts.dev/roles/power-line-installer/ https://domainexperts.dev/roles/power-line-installer/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of an electrical power-line installer/repairer — planning a switching and grounding sequence to work a de-energized circuit, selecting arc-flash PPE for an energized task, sequencing crews and materials during storm restoration, or evaluating whether a proposed clearance or grounding plan is actually safe to execute. https://domainexperts.dev/roles/security-fire-alarm-installer/ https://domainexperts.dev/roles/security-fire-alarm-installer/ Wed, 08 Jul 2026 00:56:46 +0700 Use when a task needs the judgment of a security and fire alarm systems installer — laying out detector/notification-appliance placement against NFPA 72, choosing Class A vs Class B circuit topology, sizing candela on notification appliances, prepping for an AHJ acceptance test, or diagnosing a false-alarm pattern on an existing system. https://domainexperts.dev/roles/agricultural-equipment-operator/ https://domainexperts.dev/roles/agricultural-equipment-operator/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of an Agricultural Equipment Operator — calibrating planter seed population and singulation, diagnosing combine header or separator loss, sequencing planting or harvest across fields under a weather-constrained window, sizing machinery capacity in acres/hour against a season's acreage, or evaluating PTO/grain-bin entrapment safety on a job site. https://domainexperts.dev/roles/agricultural-grader-sorter/ https://domainexperts.dev/roles/agricultural-grader-sorter/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of an Agricultural Grader/Sorter — calling a defect grade on a moving packing line, deciding whether a lot with a marginal QC sample gets accepted, hand re-sorted, downgraded, or held, choosing where to station a human grader relative to an optical sorter, or diagnosing why a lot's cull rate or customer chargebacks spiked. https://domainexperts.dev/roles/agricultural-inspector/ https://domainexperts.dev/roles/agricultural-inspector/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of an Agricultural Inspector — grading a lot of produce against a USDA grade standard's defect tolerances, evaluating agricultural water test results against FSMA microbial thresholds, checking a pesticide residue result against the commodity-specific EPA tolerance, deciding whether a finding warrants a stop-sale order versus a corrective-action letter, or verifying a facility's traceability records against a recall deadline. https://domainexperts.dev/roles/animal-breeder/ https://domainexperts.dev/roles/animal-breeder/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a livestock geneticist/animal breeder — selecting a sire against EPDs or genomic data, screening a proposed mating for inbreeding risk, deciding AI versus natural service, timing an estrus-synchronization protocol, or defending a breeding-goal tradeoff to a herd owner. https://domainexperts.dev/roles/crop-nursery-farmworker/ https://domainexperts.dev/roles/crop-nursery-farmworker/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a crop, nursery, or greenhouse farmworker — judging harvest timing/ripeness by crop, reconciling piece-rate earnings against the minimum-wage or AEWR floor, deciding whether it's safe to re-enter a pesticide-treated field or greenhouse, managing heat-illness risk during peak-season labor, or running greenhouse IPM scouting and climate setpoint checks. https://domainexperts.dev/roles/faller/ https://domainexperts.dev/roles/faller/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a faller — reading a standing tree's lean and hang weight to pick a felling direction, deciding whether a tree can be brought down by hand or needs mechanical assist, planning notch/hinge/backcut geometry and escape routes before the first cut, or assessing a snag/widow-maker/hung-tree hazard before a crew works under it. https://domainexperts.dev/roles/farming-fishing-forestry-supervisor/ https://domainexperts.dev/roles/farming-fishing-forestry-supervisor/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a first-line farming/fishing/forestry crew supervisor — setting or reconciling a piece rate against minimum-wage law, deciding whether to push a harvest through a weather window, staffing an H-2A or day-haul crew for a perishable pick, or sequencing field entry around a pesticide re-entry interval. https://domainexperts.dev/roles/fishing-hunting-worker/ https://domainexperts.dev/roles/fishing-hunting-worker/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a Fishing and Hunting Worker — deciding whether to fish in marginal weather against a quota deadline, reading vessel stability and freeboard margin, running crew-share trip economics against fuel and bait costs, managing bycatch caps and gear compliance (TEDs/BRDs), or responding to cold-water man-overboard risk. https://domainexperts.dev/roles/forest-conservation-worker/ https://domainexperts.dev/roles/forest-conservation-worker/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a Forest and Conservation Worker — planning or executing a seedling-planting contract, diagnosing a failed reforestation stocking survey, sizing fireline or a fuel break for a burn or suppression assignment, scheduling herbicide or mechanical treatment for invasive-species control, or setting a daily crew production quota for planting or thinning. https://domainexperts.dev/roles/log-grader-scaler/ https://domainexperts.dev/roles/log-grader-scaler/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a Log Grader and Scaler — computing board-foot volume of a log or truckload under the Scribner/Doyle/International 1/4-inch scale rules, assigning a log grade (peeler/sawmill/utility) from measured defect, calculating a sweep/crook/rot deduction, or resolving a scale dispute between a logger or landowner and a mill. https://domainexperts.dev/roles/logging-equipment-operator/ https://domainexperts.dev/roles/logging-equipment-operator/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs senior logging-equipment-operator judgment — matching a feller-buncher/skidder/forwarder system to a cutting block's slope and stand, sequencing machines to avoid a felling-vs-extraction bottleneck, deciding when winch-assist or cable yarding replaces ground-based equipment, handling a hung tree without leaving the cab, or reconciling machine-hour cost against delivered $/ton. https://domainexperts.dev/roles/ranch-aquacultural-farmworker/ https://domainexperts.dev/roles/ranch-aquacultural-farmworker/ Wed, 08 Jul 2026 00:41:58 +0700 Use when a task needs the judgment of a Ranch and Aquacultural Farmworker — scoring livestock body condition and lameness, responding to a dissolved-oxygen crash in an aquaculture pond, running low-stress animal handling for vet work or transport, applying herd or pond biosecurity and quarantine protocol, or diagnosing a feed-conversion-ratio drift before it becomes a mortality event. https://domainexperts.dev/roles/housekeeping-janitorial-supervisor/ https://domainexperts.dev/roles/housekeeping-janitorial-supervisor/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a housekeeping or janitorial supervisor — building a daily room-attendant assignment against a credit quota, deciding how to absorb same-day call-outs without blowing inspection scores, reading a housekeeping inspection or guest-complaint trend, sizing a janitorial crew against square footage, or responding to a chemical-labeling or bloodborne-pathogen compliance gap. https://domainexperts.dev/roles/janitor-cleaner/ https://domainexperts.dev/roles/janitor-cleaner/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a commercial Janitor/Cleaner — sequencing a nightly building-wide cleaning route under a fixed shift-time budget, deciding floor-care chemical and strip/recoat cycles, responding to a bodily-fluid or biohazard spill, mixing chemicals safely across mixed surface types, or triaging which tasks get cut when a shift runs over. https://domainexperts.dev/roles/landscaping-groundskeeping-worker/ https://domainexperts.dev/roles/landscaping-groundskeeping-worker/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a Landscaping and Groundskeeping Worker — diagnosing why a lawn or bed is declining on-site (drought vs. disease vs. insect vs. mechanical injury), setting mowing height and frequency by turf species, calibrating irrigation run-time or fertilizer spreader rate, sequencing a single crew's task order on a property, or judging equipment/PPE safety before a cut. https://domainexperts.dev/roles/landscaping-supervisor/ https://domainexperts.dev/roles/landscaping-supervisor/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a Landscaping Supervisor — building a daily multi-crew mow/maintenance route, deciding whether to call off spraying or mowing for weather, job-costing a route that's bleeding margin to drive time, staffing a licensed-applicator ratio across crews, or handling an equipment-safety incident or seasonal-labor shortfall. https://domainexperts.dev/roles/maid-housekeeping-cleaner/ https://domainexperts.dev/roles/maid-housekeeping-cleaner/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a hotel guest room attendant / housekeeper — sequencing a room turn under a per-room time budget, deciding checkout vs. stay-over vs. deep-clean priority, handling a bloodborne-pathogen or sharps find, resolving a "Do Not Disturb" conflict, or logging guest property found in a room. https://domainexperts.dev/roles/pest-control-worker/ https://domainexperts.dev/roles/pest-control-worker/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a licensed pest control technician/PCO — diagnosing a pest or wood-destroying-organism (WDO) infestation, calculating a legal termiticide or insecticide application rate, writing a WDO/NPMA-33 inspection report for a real estate transaction, deciding between trench-and-treat vs. rod injection vs. bait, or evaluating a termite retreatment/repair warranty claim. https://domainexperts.dev/roles/pesticide-handler-vegetation/ https://domainexperts.dev/roles/pesticide-handler-vegetation/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a Pesticide Handler, Sprayer, or Applicator (Vegetation) — calibrating a boom or backpack sprayer for a right-of-way or roadside herbicide job, choosing herbicide mode-of-action and buffer zones near water or sensitive crops, setting REI and re-entry timing under the Worker Protection Standard, diagnosing a drift or non-target-damage complaint, or reviewing a vegetation-management spray plan for label and safety compliance. https://domainexperts.dev/roles/tree-trimmer-pruner/ https://domainexperts.dev/roles/tree-trimmer-pruner/ Tue, 07 Jul 2026 23:26:50 +0700 Use when a task needs the judgment of a tree trimmer/pruner — deciding whether a limb or union is structurally sound enough to leave, planning a rigged removal near a power line, setting a pruning cut plan that respects live-crown limits, or rating a tree's failure risk before crews or property are exposed to it. https://domainexperts.dev/roles/barista/ https://domainexperts.dev/roles/barista/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a barista — dialing in a new bag of espresso, diagnosing a sour or bitter shot, steaming milk to a target texture and temperature, managing a rush-hour drink queue, or deciding when a grind adjustment (versus a distribution or equipment problem) is the actual fix. https://domainexperts.dev/roles/dining-room-attendant/ https://domainexperts.dev/roles/dining-room-attendant/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a Dining Room Attendant or Bartender Helper — triaging which table to bus first during a rush, sequencing a table reset, setting bar-back par levels and restock timing, writing or triaging a side-work checklist, or diagnosing why table turn time or bar throughput has slipped. https://domainexperts.dev/roles/dishwasher/ https://domainexperts.dev/roles/dishwasher/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a Dishwasher/kitchen steward — triaging a backed-up dish pit mid-rush, verifying sanitizer concentration or dish-machine rinse temperature against food-safety spec, deciding what routes to the three-compartment sink versus the dish machine, diagnosing a spike in breakage, or handling a machine failure mid-service. https://domainexperts.dev/roles/fast-food-cook/ https://domainexperts.dev/roles/fast-food-cook/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a Fast Food Cook — running a franchise grill/fry station strictly to a corporate build-to-spec card, enforcing quality-hold-timer discard windows on fries/burgers/chicken against a manager who wants to keep serving aging product, calibrating a fryer's oil-change threshold from a TPM meter reading, hitting drive-thru speed-of-service time targets during a rush, or training a first-shift crew member on a scripted station. https://domainexperts.dev/roles/fast-food-counter-worker/ https://domainexperts.dev/roles/fast-food-counter-worker/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a front-counter fast food or counter worker — taking a drive-thru, kiosk-assist, or walk-up order accurately against a ticking speed-of-service clock, handling cash/card payment and till reconciliation at handoff, defusing a wrong-order or refund complaint on the spot, disclosing allergen information at the register, or running a suggestive-sell script without slowing the line. https://domainexperts.dev/roles/food-server-nonrestaurant/ https://domainexperts.dev/roles/food-server-nonrestaurant/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a food server in a nonrestaurant setting — executing a banquet event order (BEO) for a plated or buffet event with a fixed server-to-guest ratio, running a hospital or long-term-care tray line against therapeutic-diet and allergen tickets, timing a simultaneous course drop across a banquet room, reconciling a guaranteed headcount against actual attendance, or verifying a tray/plate against its ticket before it leaves the line. https://domainexperts.dev/roles/host-hostess/ https://domainexperts.dev/roles/host-hostess/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a restaurant host or hostess — quoting and managing walk-in wait times, deciding which table and section a party goes to, handling a late reservation against the no-show grace period, pacing large-party seating so the kitchen doesn't get slammed, or rebalancing server sections mid-shift. https://domainexperts.dev/roles/waiter-waitress/ https://domainexperts.dev/roles/waiter-waitress/ Tue, 07 Jul 2026 22:57:47 +0700 Use when a task needs the judgment of a waiter/waitress — sequencing course-fire timing with the kitchen across a multi-table section, triaging a section under pacing overload, upselling without reading as commission-chasing, reconciling tip-pool and tip-credit math, or handling an allergen disclosure. https://domainexperts.dev/roles/bartender/ https://domainexperts.dev/roles/bartender/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of a Bartender — reconciling actual pour cost against theoretical liquor cost by drink category, deciding whether and how to cut off a guest, pricing a drink menu across well/call/premium tiers, closing out a till and comp log at shift end, or sequencing bar-top service against a backed-up service well. https://domainexperts.dev/roles/chef-head-cook/ https://domainexperts.dev/roles/chef-head-cook/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of a Chef or Head Cook — costing and re-engineering a menu, diagnosing a food-cost or prime-cost overrun, building a kitchen labor schedule against sales volume, vetting or renegotiating a vendor, or resolving a health-code/HACCP compliance gap. https://domainexperts.dev/roles/food-preparation-worker/ https://domainexperts.dev/roles/food-preparation-worker/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs food-preparation-worker judgment — building tomorrow's prep list from a covers forecast, converting a yield percentage into an order quantity, labeling and rotating stock under FIFO, sequencing cuts to minimize danger-zone dwell time, or deciding whether a batch is still safe to use. https://domainexperts.dev/roles/food-service-supervisor/ https://domainexperts.dev/roles/food-service-supervisor/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of a shift-level food service supervisor — building or fixing a labor schedule against sales-per-labor-hour targets, deciding how to cover a no-show or no-call mid-shift, approving a comp/void or cash-drawer variance, running an opening/closing checklist, or de-escalating a customer complaint or minor-labor scheduling conflict on the floor. https://domainexperts.dev/roles/institutional-cafeteria-cook/ https://domainexperts.dev/roles/institutional-cafeteria-cook/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of an institutional/cafeteria cook — scaling a standardized recipe to a fixed headcount, sequencing batch production against a hot-holding window, handling an allergen or therapeutic-diet substitution without breaking the certified menu, reconciling a cyclical menu against USDA/facility meal-pattern minimums, or diagnosing a time-temperature or cost-per-meal deviation. https://domainexperts.dev/roles/private-household-cook/ https://domainexperts.dev/roles/private-household-cook/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of a private household cook — building or rebuilding a family food profile after a new health diagnosis, planning weekly meals across multiple conflicting diets in one house, managing an evolving grocery budget with an estate manager, handling discretion/NDA boundaries in a high-net-worth household, or diagnosing why a placement is at risk of ending. https://domainexperts.dev/roles/restaurant-line-cook/ https://domainexperts.dev/roles/restaurant-line-cook/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of a restaurant line cook — running a station under fire during dinner service, hitting ticket times on multi-course orders, calling an 86 or falling-behind status to the pass, setting and defending mise en place par levels, or diagnosing why a station keeps going into the weeds. https://domainexperts.dev/roles/short-order-cook/ https://domainexperts.dev/roles/short-order-cook/ Tue, 07 Jul 2026 22:43:28 +0700 Use when a task needs the judgment of a Short Order Cook — running solo diner-style service on a single flattop and fryer, sequencing tickets by doneness and zone instead of arrival order, managing par-cooked holds for bacon/sausage/hash browns against food-safety hold limits, deciding when to 86 an item mid-rush, or training a new hire to read doneness visually instead of by stopwatch. https://domainexperts.dev/roles/mortician-funeral-arranger/ https://domainexperts.dev/roles/mortician-funeral-arranger/ Tue, 07 Jul 2026 22:15:10 +0700 Use when a task needs the judgment of a Mortician/Funeral Arranger — running an arrangement conference with a grieving family, verifying death-certificate informant details against a primary source, itemizing a General Price List selection against a family's budget expectation, coordinating religious/cultural timing requirements into a service plan, or determining who holds legal authority to decide when family members disagree. https://domainexperts.dev/roles/animal-trainer/ https://domainexperts.dev/roles/animal-trainer/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of an animal trainer — designing a behavior-modification plan for a specific problem behavior, choosing a reinforcement schedule and deciding when to raise criteria, structuring session length and frequency to avoid fatigue or frustration plateaus, or setting a handler/public safety protocol around a training animal. https://domainexperts.dev/roles/childcare-worker/ https://domainexperts.dev/roles/childcare-worker/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of a Childcare Worker — checking ratio/headcount compliance across mixed-age groups, deciding whether a fall or minor incident needs a written report versus a verbal mention at pickup, redirecting a behavior problem in an unstructured (non-curriculum) setting, or triaging which of several simultaneous demands (a crying toddler, a fight over a toy, a diaper) gets attention first. https://domainexperts.dev/roles/concierge/ https://domainexperts.dev/roles/concierge/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of a Concierge — securing a reservation at a fully-booked restaurant or sold-out venue, coordinating a multi-vendor guest request (dinner, transportation, and a gift delivery) inside a tight window, deciding when to pivot from a failed Plan A to a same-caliber Plan B, or navigating a paid-referral relationship without letting the commission distort the recommendation. https://domainexperts.dev/roles/embalmer/ https://domainexperts.dev/roles/embalmer/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of an embalmer — assessing a case's decomposition stage and preservation difficulty, calculating an arterial-fluid dilution ratio for a specific case condition, choosing a restorative-art approach for trauma or discoloration, or working through a bloodborne-pathogen exposure-control decision. https://domainexperts.dev/roles/exercise-trainer/ https://domainexperts.dev/roles/exercise-trainer/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of an Exercise Trainer or Group Fitness Instructor — screening a new client before programming intensity, running a movement assessment and picking a corrective substitution, progressing (or holding) a client's training load across weeks, distinguishing normal post-exercise soreness from an injury signal, or writing a session/program card a client can actually follow. https://domainexperts.dev/roles/hairdresser-cosmetologist/ https://domainexperts.dev/roles/hairdresser-cosmetologist/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of a licensed hairdresser/cosmetologist — formulating a hair-color correction against a target level and tone, deciding whether a chemical service is safe to perform over existing color or a prior relaxer, reading a strand test before committing to a full head of bleach, or sequencing multiple clients' processing times in one chair. https://domainexperts.dev/roles/skincare-specialist/ https://domainexperts.dev/roles/skincare-specialist/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of a skincare specialist (esthetician) — assessing Fitzpatrick skin type and current actives before selecting a chemical-peel or exfoliation strength, screening for a contraindication or drug interaction (isotretinoin, recent retinoid use, photosensitizing medication), sequencing a client's at-home active-ingredient routine to avoid over-exfoliation, or recognizing a lesion that needs a dermatologist referral instead of a facial. https://domainexperts.dev/roles/tour-guide/ https://domainexperts.dev/roles/tour-guide/ Tue, 07 Jul 2026 22:11:08 +0700 Use when a task needs the judgment of a tour guide — building a route-timing plan against a fixed tour length, calibrating narrative depth to a group's visible engagement, running a headcount/safety protocol for a walking or bus tour, or re-routing a tour in real time around a weather or closure disruption. https://domainexperts.dev/roles/dental-assistant/ https://domainexperts.dev/roles/dental-assistant/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a dental assistant — sequencing instrument transfer during a procedure, troubleshooting a retake-worthy radiograph before re-exposing the patient, tracing a failed sterilization-cycle indicator back to the affected instrument batches, or timing a chairside material mix against its working-time window across multiple prepped teeth. https://domainexperts.dev/roles/massage-therapist/ https://domainexperts.dev/roles/massage-therapist/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a massage therapist — screening a new client's intake form for contraindications, choosing a technique for a presenting condition, calibrating pressure/duration to a client's tolerance, or deciding when a finding requires referring the client back to a physician instead of proceeding with the session. https://domainexperts.dev/roles/medical-assistant/ https://domainexperts.dev/roles/medical-assistant/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a medical assistant — taking and triaging vital signs against a standing-order escalation threshold, administering an injection or 12-lead EKG under a physician's standing order, switching between clinical and administrative tasks within one patient visit, or deciding whether a finding is inside scope-of-practice to handle versus must go straight to the physician or nurse. https://domainexperts.dev/roles/medical-transcriptionist/ https://domainexperts.dev/roles/medical-transcriptionist/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a Medical Transcriptionist — editing a speech-recognition draft for a dictated clinical note, disambiguating a sound-alike drug name or ambiguous abbreviation from dictation, deciding whether a dictation inconsistency should be silently corrected or flagged back to the provider, or managing report turnaround against a clinical-urgency deadline. https://domainexperts.dev/roles/nursing-assistant/ https://domainexperts.dev/roles/nursing-assistant/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a Certified Nursing Assistant (CNA) — taking and reporting vital signs, assisting with ADLs (bathing, toileting, transfers, feeding), observing and reporting a fall risk or skin-integrity change, or deciding whether something observed needs to go to the nurse now versus at the next scheduled check-in. https://domainexperts.dev/roles/occupational-therapy-assistant/ https://domainexperts.dev/roles/occupational-therapy-assistant/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of an occupational therapy assistant (COTA) — running a treatment session against an OT's established plan, documenting session progress toward the OT's goals, deciding whether a change in a patient's presentation can be handled within the existing plan or requires flagging the supervising OT for reassessment, or adapting a therapeutic activity to a patient's day-to-day tolerance within the plan's parameters. https://domainexperts.dev/roles/phlebotomist/ https://domainexperts.dev/roles/phlebotomist/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a phlebotomist — sequencing a multi-tube blood draw in the correct order, deciding whether a specimen meets rejection criteria, working through positive-patient-identification and mislabeling-prevention steps, or judging when a difficult venipuncture needs escalation instead of another attempt. https://domainexperts.dev/roles/physical-therapist-assistant/ https://domainexperts.dev/roles/physical-therapist-assistant/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a physical therapist assistant — progressing an exercise within a supervising PT's set parameters, deciding whether a patient's session-to-session change stays inside the plan of care or needs PT reassessment, re-testing an outcome measure and reporting the result, or recognizing a status change (new pain pattern, fall, medication change) that isn't the PTA's call to manage alone. https://domainexperts.dev/roles/veterinary-assistant/ https://domainexperts.dev/roles/veterinary-assistant/ Tue, 07 Jul 2026 22:04:58 +0700 Use when a task needs the judgment of a veterinary assistant — selecting a restraint technique for a fractious or fearful patient, monitoring post-surgical vital-sign trends and deciding when to escalate to the veterinarian, checking a laboratory-animal housing setup against husbandry-standard cage density, or administering a medication under a veterinarian's direction and documenting it correctly. https://domainexperts.dev/roles/courier-messenger/ https://domainexperts.dev/roles/courier-messenger/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a courier or messenger — sequencing a multi-stop route against hard delivery windows, deciding what proof-of-delivery a shipment requires, handling a chain-of-custody transfer for a legal or medical item, or resolving a refused-delivery/no-answer exception against the sender's fallback instructions. https://domainexperts.dev/roles/data-entry-keyer/ https://domainexperts.dev/roles/data-entry-keyer/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a Data Entry Keyer — resolving an illegible or ambiguous source-document field before keying it, running key-verification (double-key) reconciliation on a batch, deciding whether a production-speed quota is compromising accuracy, or sampling a completed batch for a quality-control audit. https://domainexperts.dev/roles/interviewer-except-eligibility-loan/ https://domainexperts.dev/roles/interviewer-except-eligibility-loan/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a survey/field interviewer — administering a structured questionnaire without introducing bias, handling respondent refusal or reluctance mid-interview, tracking quota-cell fill against a sampling target, or deciding whether an incomplete interview needs a callback or a replacement respondent. https://domainexperts.dev/roles/meter-reader-utilities/ https://domainexperts.dev/roles/meter-reader-utilities/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a utility meter reader — investigating a consumption anomaly against a seasonal baseline, deciding whether a low or zero read is a tamper indicator versus a benign explanation, reconciling accumulated estimated reads against a new actual read, or recognizing a field safety hazard before proceeding with a read. https://domainexperts.dev/roles/office-clerk-general/ https://domainexperts.dev/roles/office-clerk-general/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a general office clerk — triaging which of several competing clerical tasks to finish today, covering for an absent specialist without dropping their queue, deciding what to defer and what to hand off at shift-end, or setting up a small office's task-priority system from scratch. https://domainexperts.dev/roles/office-machine-operator/ https://domainexperts.dev/roles/office-machine-operator/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of an office machine operator — running a high-volume copy/print job, triaging a jam or malfunction against calling for service, reconciling a postage meter after a mailing run, or scheduling paper stock and setup time across a day's queue of jobs. https://domainexperts.dev/roles/secretary-general/ https://domainexperts.dev/roles/secretary-general/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a general office secretary or administrative assistant — resolving a scheduling or task-priority collision across two or more managers with no single principal's authority to arbitrate, flagging a weekly capacity overcommitment before it causes a missed deadline, applying a team's tie-break rule to a competing-deadline conflict, or logging and routing incoming requests across a shared support queue. https://domainexperts.dev/roles/telephone-operator/ https://domainexperts.dev/roles/telephone-operator/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a telephone operator — relaying a Telecommunications Relay Service (TRS) call verbatim between a text/sign caller and a hearing party, resolving a directory-assistance lookup with an ambiguous or misspelled name, deciding whether a call qualifies for emergency-line prioritization, or handling an offensive or distressing relayed call within FCC neutrality rules. https://domainexperts.dev/roles/word-processor-typist/ https://domainexperts.dev/roles/word-processor-typist/ Tue, 07 Jul 2026 21:51:53 +0700 Use when a task needs the judgment of a word processor/typist — transcribing dictation or handwritten drafts into a formatted document, applying a style template consistently across a long document, reconciling which of several draft versions is the approved one before finalizing, or catching a transcription ambiguity before it ships as a wrong word. https://domainexperts.dev/roles/correspondence-clerk/ https://domainexperts.dev/roles/correspondence-clerk/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a Correspondence Clerk — selecting and customizing a template response to a standardized written inquiry, triaging a correspondence queue against SLA deadlines, deciding when a form letter suffices versus needs escalation, or auditing a response-template library for staleness. https://domainexperts.dev/roles/desktop-publisher/ https://domainexperts.dev/roles/desktop-publisher/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a Desktop Publisher — laying out a multi-page document on a grid system, applying typesetting rules (kerning, leading, widow/orphan control), preflighting a file for print (bleed, color mode, image resolution) before it goes to press, or deciding between a template and a custom layout under a deadline. https://domainexperts.dev/roles/first-line-supervisor-office-admin/ https://domainexperts.dev/roles/first-line-supervisor-office-admin/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a first-line supervisor of office and administrative support workers — building a coverage schedule for a clerical team, deciding how to backfill a callout without creating a coverage gap, documenting a performance issue defensibly, triaging a growing backlog across a team, or planning a cross-training rotation. https://domainexperts.dev/roles/gambling-cage-worker/ https://domainexperts.dev/roles/gambling-cage-worker/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a gambling cage worker — reconciling a cage bank at end of shift, issuing or redeeming a marker against a patron's credit limit, processing a fill or credit slip between the cage and a table game, or determining whether a large cash transaction triggers a Title 31 CTR. https://domainexperts.dev/roles/library-assistant-clerical/ https://domainexperts.dev/roles/library-assistant-clerical/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a Library Assistant, Clerical — running a circulation-desk shift (checkout, checkin, holds), triaging a patron question into locate-it-yourself vs escalate-to-the-librarian, diagnosing a shelf-reading accuracy problem, or applying the fine/fee schedule to a dispute. https://domainexperts.dev/roles/new-accounts-clerk/ https://domainexperts.dev/roles/new-accounts-clerk/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a new accounts clerk — opening a personal or business deposit account under CIP/KYC requirements, screening a new customer against the OFAC SDN list, identifying beneficial owners on a legal-entity account, setting up a signature card with the correct authority scope, or matching a customer's stated need to the right account product. https://domainexperts.dev/roles/postal-service-clerk/ https://domainexperts.dev/roles/postal-service-clerk/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a Postal Service Clerk — calculating postage for a package by weight/dimension/zone, choosing between certified/registered/insured mail service levels, screening a shipment for hazardous-materials/mailability restrictions, or resolving a rate discrepancy at the retail window. https://domainexperts.dev/roles/statistical-assistant/ https://domainexperts.dev/roles/statistical-assistant/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a Statistical Assistant — designing a data-collection form for consistency, running double-entry verification and reconciling discrepancies, applying range/consistency checks before data is released for analysis, maintaining a dataset codebook, or producing a basic tabulation/cross-tab under a researcher's specification. https://domainexperts.dev/roles/weighers-measurers-checkers-samplers/ https://domainexperts.dev/roles/weighers-measurers-checkers-samplers/ Tue, 07 Jul 2026 21:45:20 +0700 Use when a task needs the judgment of a weigher, measurer, checker, or recordkeeping sampler — verifying a scale ticket's net weight against a bill of lading, deciding whether a tare weight is still valid for a specific vehicle, applying an AQL sampling plan to an incoming lot, or writing up a weight/quantity discrepancy for a carrier claim. https://domainexperts.dev/roles/bill-account-collector/ https://domainexperts.dev/roles/bill-account-collector/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a bill and account collector — prioritizing a delinquent-account portfolio by recovery likelihood, structuring a payment plan against a debtor's stated ability to pay, drafting an FDCPA/Reg F-compliant collection communication, handling a cease-and-desist or debt dispute, or deciding when an account should be written off or referred to legal. https://domainexperts.dev/roles/billing-posting-clerk/ https://domainexperts.dev/roles/billing-posting-clerk/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a billing and posting clerk — generating an invoice against a rate/contract schedule, applying an incoming payment across multiple open invoices, processing a credit memo or adjustment, or investigating an aging-report discrepancy. https://domainexperts.dev/roles/cargo-freight-agent/ https://domainexperts.dev/roles/cargo-freight-agent/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a cargo/freight agent — quoting a shipment across air/ocean/ground modes, calculating dimensional weight vs actual weight for billing, classifying freight by NMFC density class, preparing bill-of-lading/customs documentation, or processing a cargo-damage claim. https://domainexperts.dev/roles/loan-interviewer-clerk/ https://domainexperts.dev/roles/loan-interviewer-clerk/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a loan interviewer/processor — verifying a loan application's document completeness against investor guidelines, tracking and clearing underwriting conditions, sourcing a large deposit or gap in employment history, or drafting a conditions-needed letter to a borrower. Distinct from loan-officer (owns qualification math, product structuring, and disclosure-timing decisions) — this role verifies and assembles the file loan-officer and underwriting rely on, it doesn't qualify or price the loan. https://domainexperts.dev/roles/payroll-timekeeping-clerk/ https://domainexperts.dev/roles/payroll-timekeeping-clerk/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a payroll and timekeeping clerk — recalculating overtime after a non-discretionary bonus changes the regular rate of pay, resolving a timesheet exception before a payroll run locks, applying a garnishment order within its legal withholding limit, or correcting an off-cycle payroll error. Distinct from an accountant/controller, who owns the general ledger and financial statements, not individual paycheck accuracy. https://domainexperts.dev/roles/proofreader-copy-marker/ https://domainexperts.dev/roles/proofreader-copy-marker/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a proofreader — running a final pre-print/pre-publish accuracy pass on a laid-out proof, marking corrections with standard proofreader's marks, checking style-guide consistency, distinguishing a typo from a factual error that needs escalation, or verifying that a prior round's corrections were applied without introducing new errors. https://domainexperts.dev/roles/reservation-transportation-ticket-agent/ https://domainexperts.dev/roles/reservation-transportation-ticket-agent/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a reservation and transportation ticket agent — rebooking passengers during an irregular-operations (IROP) event, calculating denied-boarding compensation for an oversold flight, interpreting a single carrier's fare-class change/cancellation rules, or triaging a day-of-travel standby list. https://domainexperts.dev/roles/shipping-receiving-inventory-clerk/ https://domainexperts.dev/roles/shipping-receiving-inventory-clerk/ Tue, 07 Jul 2026 21:13:12 +0700 Use when a task needs the judgment of a shipping, receiving, and inventory clerk — inspecting an inbound shipment against a packing slip and purchase order, investigating a cycle-count discrepancy, resolving a put-away or pick-location error, or verifying an outbound shipment's packing and labeling against the order before it ships. https://domainexperts.dev/roles/brokerage-clerk/ https://domainexperts.dev/roles/brokerage-clerk/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a brokerage clerk — resolving a trade-break/reconciliation exception before settlement, recomputing a weighted-average execution price across partial fills, processing a corporate action's effect on share count and cost basis, or responding to a DK (don't-know) notice from a contra broker. https://domainexperts.dev/roles/court-municipal-license-clerk/ https://domainexperts.dev/roles/court-municipal-license-clerk/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a court, municipal, or license clerk — checking a pro se filing for procedural completeness, calculating a court filing fee or fee-waiver eligibility, processing a license or permit application against an eligibility checklist, determining whether a case record is public or sealed, or making a docket entry. https://domainexperts.dev/roles/credit-authorizer-checker-clerk/ https://domainexperts.dev/roles/credit-authorizer-checker-clerk/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a credit authorizer, checker, or clerk — deciding a real-time point-of-sale credit authorization against available credit, verifying a credit application's income/employment documentation, issuing an adverse-action notice on a declined application, or intaking a chargeback/dispute within its filing window. Distinct from a credit analyst, who underwrites commercial credit with a multi-year financial spread and a risk rating — this role runs a high-volume rules engine against a preset limit, it does not assess creditworthiness from first principles. https://domainexperts.dev/roles/customer-service-representative/ https://domainexperts.dev/roles/customer-service-representative/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a Customer Service Representative — de-escalating an angry customer, deciding whether a policy exception is worth the cost, deciding when to escalate versus resolve on the spot, drafting a resolution response, or diagnosing why first-call-resolution is low for an issue type. https://domainexperts.dev/roles/file-clerk/ https://domainexperts.dev/roles/file-clerk/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a File Clerk — designing or diagnosing a filing/classification system, running a misfile-rate audit, sequencing a records-retention purge, indexing a physical-to-digital conversion batch, or resolving a lost-file/charge-out tracking gap. https://domainexperts.dev/roles/hotel-motel-desk-clerk/ https://domainexperts.dev/roles/hotel-motel-desk-clerk/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a Hotel/Motel Desk Clerk — resolving a walk (an arriving guest with no room) at check-in, verifying a rate-code discrepancy against the PMS, optimizing room assignment against housekeeping status and guest requests, or deciding compensation within (or beyond) authority limits during a service failure. https://domainexperts.dev/roles/order-clerk/ https://domainexperts.dev/roles/order-clerk/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of an order clerk — verifying an order entry against a price list and inventory availability, deciding whether a shortfall needs a substitution offer or a straight backorder, resolving a SKU or unit-of-measure mismatch before it reaches fulfillment, or handling an order-change/cancellation request against a cutoff window. https://domainexperts.dev/roles/receptionist/ https://domainexperts.dev/roles/receptionist/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a receptionist or front-desk information clerk — triaging a multi-line phone queue under time pressure, deciding whether a visitor gets escorted back or asked to wait, de-escalating an upset caller before routing them, or running a visitor-badge/security-check procedure. https://domainexperts.dev/roles/teller/ https://domainexperts.dev/roles/teller/ Tue, 07 Jul 2026 21:03:24 +0700 Use when a task needs the judgment of a bank teller — balancing a cash drawer and tracing an over/short, deciding whether a large cash transaction needs a Currency Transaction Report, recognizing a possible check-kiting or structuring pattern, applying Regulation CC funds-availability holds to a deposit, or spotting a likely elder-financial-abuse withdrawal. Distinct from a personal financial advisor or loan officer — this role executes transactions and screens them for compliance/fraud signals, it does not advise on products or approve credit. https://domainexperts.dev/roles/dispatcher/ https://domainexperts.dev/roles/dispatcher/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of a Dispatcher — assigning a new job to the best available driver/technician in real time, managing an ETA slip and deciding who to notify, triaging a coverage gap in a service territory, sequencing a driver's remaining stops after a delay, or deciding whether a job needs to be reassigned versus the customer rescheduled. https://domainexperts.dev/roles/eligibility-interviewer/ https://domainexperts.dev/roles/eligibility-interviewer/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of an eligibility interviewer for government benefit programs — calculating household income against a means-tested program's limits, determining household composition for benefit purposes, judging whether submitted verification documents are sufficient, or distinguishing a documentation gap from a fraud indicator. https://domainexperts.dev/roles/executive-administrative-assistant/ https://domainexperts.dev/roles/executive-administrative-assistant/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of an executive administrative assistant — triaging a stacked calendar against competing priorities, deciding what reaches an executive versus what gets redirected, reconciling a multi-city travel itinerary or expense report, drafting on an executive's behalf within a delegated-authority boundary, or handling a scheduling conflict across time zones. https://domainexperts.dev/roles/insurance-claims-processing-clerk/ https://domainexperts.dev/roles/insurance-claims-processing-clerk/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of an insurance claims and policy processing clerk — checking a submitted claim for intake completeness before it's routed to an adjuster, validating claim/procedure codes against a policy's coverage terms, processing a policy endorsement or change request, or drafting a claim-status update to a policyholder. Distinct from a claims adjuster or underwriter — this role verifies and routes, it does not decide coverage, payout, or risk pricing. https://domainexperts.dev/roles/legal-secretary/ https://domainexperts.dev/roles/legal-secretary/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of a legal secretary — running a conflict-of-interest check before opening a new matter, troubleshooting a rejected e-filing, formatting a document to a court's local-rule specifications, coordinating a multi-party deposition or hearing calendar, or triaging incoming correspondence for a supervising attorney. https://domainexperts.dev/roles/medical-secretary/ https://domainexperts.dev/roles/medical-secretary/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of a Medical Secretary or Administrative Assistant — triaging a scheduling request by clinical urgency, timing an insurance-eligibility re-verification, working backward from an appointment date to set a prior-authorization submission deadline, or applying HIPAA's minimum-necessary standard to a records-release request. https://domainexperts.dev/roles/production-planning-expediting-clerk/ https://domainexperts.dev/roles/production-planning-expediting-clerk/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of a production planning and expediting clerk — tracking work orders against a master production schedule, triaging a material shortage and deciding what to expedite first, reconciling vendor delivery promises against a build date, or writing a schedule-slip notification to affected downstream teams. https://domainexperts.dev/roles/public-safety-telecommunicator/ https://domainexperts.dev/roles/public-safety-telecommunicator/ Tue, 07 Jul 2026 20:56:55 +0700 Use when a task needs the judgment of a 911 public safety telecommunicator — triaging an emergency call to a protocol determinant code, deciding when to dispatch versus keep questioning, verifying a caller's location against unreliable ANI/ALI data, delivering pre-arrival instructions (e.g. telephone CPR), or writing a CAD case log. https://domainexperts.dev/roles/audiologist/ https://domainexperts.dev/roles/audiologist/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of an audiologist — interpreting an audiogram to classify hearing-loss type and severity, deciding whether a conductive component warrants an ENT referral before amplification, verifying a hearing-aid fitting against prescriptive targets, screening a vestibular/balance complaint, or writing an audiometric report for a referring physician. https://domainexperts.dev/roles/chiropractor/ https://domainexperts.dev/roles/chiropractor/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of a chiropractor — screening a spinal or musculoskeletal complaint for red flags before manipulation, choosing a manipulation technique given a patient's risk profile, designing a care plan with a defined reassessment checkpoint, or deciding whether to continue, modify, or discharge a course of care. https://domainexperts.dev/roles/dental-hygienist/ https://domainexperts.dev/roles/dental-hygienist/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of a dental hygienist — full-mouth periodontal charting and staging, sequencing scaling and root planing across quadrants, deciding whether a finding needs escalation back to the dentist, or building a home-care compliance plan for a patient with active periodontal disease. https://domainexperts.dev/roles/dentist-general/ https://domainexperts.dev/roles/dentist-general/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of a licensed General Dentist — assessing caries risk and deciding restore-vs-monitor, choosing a restorative material for a specific tooth, phasing a multi-procedure treatment plan by urgency and budget, reading a radiograph for diagnostic findings, or deciding when a case exceeds general-practice scope and needs a specialist referral. https://domainexperts.dev/roles/optometrist/ https://domainexperts.dev/roles/optometrist/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of an Optometrist (OD) — determining a refractive correction, evaluating intraocular pressure and optic-nerve findings for glaucoma risk, triaging a red or symptomatic eye for urgent referral, fitting contact lens parameters including vertex-distance power conversion, or deciding whether a finding needs ophthalmology referral versus in-office management. https://domainexperts.dev/roles/oral-maxillofacial-surgeon/ https://domainexperts.dev/roles/oral-maxillofacial-surgeon/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of an Oral and Maxillofacial Surgeon — scoring extraction/impaction difficulty, evaluating nerve-injury risk from a panoramic radiograph, selecting an anesthesia/sedation level for office-based surgery, planning orthognathic (jaw-repositioning) surgery, or managing a post-surgical complication like dry socket or persistent numbness. https://domainexperts.dev/roles/orthodontist/ https://domainexperts.dev/roles/orthodontist/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of an orthodontist — classifying a malocclusion, running a space analysis to decide extraction vs non-extraction, timing growth-modification treatment in a growing patient, selecting appliance mechanics and an anchorage plan, or designing a retention protocol. https://domainexperts.dev/roles/podiatrist/ https://domainexperts.dev/roles/podiatrist/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of a podiatrist — staging a diabetic foot ulcer and deciding whether debridement is safe, screening for loss of protective sensation and peripheral arterial disease before a treatment plan, choosing offloading vs surgical correction for a foot/ankle deformity, or interpreting a gait/biomechanical exam against a recurrent-ulceration or overuse-injury pattern. https://domainexperts.dev/roles/prosthodontist/ https://domainexperts.dev/roles/prosthodontist/ Tue, 07 Jul 2026 20:47:04 +0700 Use when a task needs the judgment of a prosthodontist — planning a dental-implant case against bone quality and site anatomy, designing a full-mouth reconstruction and setting occlusal vertical dimension, choosing a crown/bridge/denture material under load-bearing constraints, or working through a Kennedy-classified partial-denture design. https://domainexperts.dev/roles/dietitian-nutritionist/ https://domainexperts.dev/roles/dietitian-nutritionist/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a Registered Dietitian Nutritionist — calculating caloric/macronutrient needs for a clinical case, designing a medical-nutrition-therapy plan for a disease-specific condition (renal, diabetic, oncology), setting an enteral or parenteral feeding prescription, or screening/triaging malnutrition risk. https://domainexperts.dev/roles/genetic-counselor/ https://domainexperts.dev/roles/genetic-counselor/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a genetic counselor — calculating a consultand's pedigree-based or Bayesian-modified risk of carrying or developing a genetic condition, structuring pretest/posttest counseling for a genetic-testing decision, communicating a variant classification's family implications, or navigating informed consent and psychosocial fallout around a genetic result. https://domainexperts.dev/roles/nurse-practitioner/ https://domainexperts.dev/roles/nurse-practitioner/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a nurse practitioner — working a differential diagnosis from a presenting complaint, deciding whether a finding is manageable within NP scope or needs physician/specialist referral, applying a clinical decision rule to justify or skip a test, or writing a visit note's assessment-and-plan under a specific state's practice-authority model. https://domainexperts.dev/roles/occupational-therapist/ https://domainexperts.dev/roles/occupational-therapist/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of an occupational therapist — assessing activities-of-daily-living (ADL) independence after injury or illness, recommending adaptive equipment or home modifications, selecting a cognitive-rehabilitation approach after a neurologic event, or building a return-to-work/return-to-independent-living functional-capacity case. https://domainexperts.dev/roles/pharmacist/ https://domainexperts.dev/roles/pharmacist/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a licensed Pharmacist — checking a drug-interaction or contraindication before dispensing, verifying a dose against renal/hepatic-adjusted ranges, evaluating a therapeutic-substitution or formulary swap, reconciling medications at a care transition, or drafting a pharmacist-intervention note to a prescriber. https://domainexperts.dev/roles/physical-therapist/ https://domainexperts.dev/roles/physical-therapist/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a physical therapist — screening a musculoskeletal complaint for red flags requiring physician referral, building a plan of care with measurable functional goals, tracking outcome-measure change to justify continued treatment or discharge, or interpreting a goniometry/strength deficit against normative values. https://domainexperts.dev/roles/physician-assistant/ https://domainexperts.dev/roles/physician-assistant/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a physician assistant — working up an undifferentiated complaint within a delegated scope of practice, deciding when a case needs escalation to the supervising/collaborating physician, applying a validated clinical decision rule to avoid unnecessary testing, or navigating a state-specific practice-agreement boundary (prescribing authority, cosignature requirements). https://domainexperts.dev/roles/speech-language-pathologist/ https://domainexperts.dev/roles/speech-language-pathologist/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a speech-language pathologist — screening or interpreting a swallow (dysphagia) evaluation, differentially diagnosing an articulation vs. language-based communication disorder, classifying post-stroke aphasia severity and type, evaluating candidacy for an augmentative and alternative communication (AAC) device, or writing a treatment-plan justification for insurance or a care team. https://domainexperts.dev/roles/veterinarian/ https://domainexperts.dev/roles/veterinarian/ Tue, 07 Jul 2026 20:37:47 +0700 Use when a task needs the judgment of a veterinarian — calculating a weight-based drug dose across species with different metabolic clearance, working a species-specific differential diagnosis, assessing zoonotic-disease risk from an animal exposure, counseling an owner through an end-of-life/euthanasia decision, or weighing herd-level vs individual-animal treatment tradeoffs in production-animal practice. https://domainexperts.dev/roles/correctional-officer/ https://domainexperts.dev/roles/correctional-officer/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a correctional officer or jailer — scoring an inmate-classification instrument, deciding a use-of-force response level, running a cell/contraband search, preparing evidence for a disciplinary hearing, or screening an inmate for suicide/mental-health crisis risk. https://domainexperts.dev/roles/customs-border-protection-officer/ https://domainexperts.dev/roles/customs-border-protection-officer/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a Customs and Border Protection officer — scoring a shipment or traveler for secondary-inspection referral, evaluating a manifest discrepancy for contraband risk, deciding whether a traveler is admissible under immigration law, structuring a seizure or penalty referral, or triaging a primary-inspection queue under time pressure. https://domainexperts.dev/roles/detective-criminal-investigator/ https://domainexperts.dev/roles/detective-criminal-investigator/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a detective/criminal investigator — developing and stress-testing a case theory against alternate explanations, reconciling conflicting timestamps (DVR, cell tower, witness-reported) into a defensible timeline, structuring a suspect/witness interview using a non-accusatorial method, drafting a probable-cause affidavit, or evaluating whether a confession or eyewitness identification is being treated with the right level of certainty. https://domainexperts.dev/roles/fire-inspector-investigator/ https://domainexperts.dev/roles/fire-inspector-investigator/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a Fire Inspector/Investigator — determining fire cause and origin from scene evidence, evaluating fire-code compliance during an occupancy inspection, calculating required egress width against occupant load, distinguishing arson indicators from accidental-cause fire dynamics, or drafting a code-violation notice or cause-classification report. https://domainexperts.dev/roles/fish-and-game-warden/ https://domainexperts.dev/roles/fish-and-game-warden/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a Fish and Game Warden — evaluating a bag-limit or license-compliance check, calculating restitution/civil-penalty exposure for a poaching case, assessing search-and-seizure authority for a wildlife stop, building a chain-of-custody plan for degrading evidence, or investigating a habitat/environmental wildlife crime. https://domainexperts.dev/roles/intelligence-analyst/ https://domainexperts.dev/roles/intelligence-analyst/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a law-enforcement or security Intelligence Analyst — building an Analysis of Competing Hypotheses (ACH) matrix from fragmentary reporting, grading source reliability and information credibility on the Admiralty scale, mapping a criminal network's link chart to find the actual facilitator, calibrating confidence language in an intelligence bulletin, or red-teaming a fast-forming analytic consensus. https://domainexperts.dev/roles/private-detective-investigator/ https://domainexperts.dev/roles/private-detective-investigator/ Tue, 07 Jul 2026 20:23:20 +0700 Use when a task needs the judgment of a Private Detective or Investigator — planning a surveillance operation within wiretap/trespass legal limits, running a skip-trace to locate a subject from public-records fragments, scoping a background-investigation engagement for a client, or deciding whether an investigative finding is admissible/usable given how it was obtained. https://domainexperts.dev/roles/advertising-sales-agent/ https://domainexperts.dev/roles/advertising-sales-agent/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of an Advertising Sales Agent — pricing an ad-inventory package against a client budget, building a media-kit pitch, protecting yield on scarce inventory while moving remnant, or forecasting close rate on a sales pipeline. Sell-side: this role sells a publisher's or station's own ad space/time to advertisers, the opposite side of the table from a buyer-side advertising-promotions-manager who purchases media on a client's behalf. https://domainexperts.dev/roles/clergy/ https://domainexperts.dev/roles/clergy/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of clergy or a pastoral-care leader — triaging a pastoral-counseling disclosure against a referral to licensed mental-health or medical care, mediating a congregational conflict, navigating clergy-privilege/confidentiality boundaries, planning an officiated ceremony with legal requirements, or right-sizing a volunteer program against committed capacity. https://domainexperts.dev/roles/community-health-worker/ https://domainexperts.dev/roles/community-health-worker/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of a Community Health Worker — screening a client for social-determinants-of-health barriers, triaging a referral to housing/food/transportation resources, translating a clinical instruction into a teach-back-verified action plan, or deciding whether a no-show pattern signals disengagement or an unaddressed barrier. https://domainexperts.dev/roles/healthcare-social-worker/ https://domainexperts.dev/roles/healthcare-social-worker/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of a Healthcare Social Worker — scoring a patient's readmission/care-transition risk before discharge, matching discharge-plan intensity to actual psychosocial and functional barriers rather than a generic checklist, negotiating a discharge destination against payer authorization constraints, or distinguishing a medical social work case from a mental-health or child-welfare social work case. https://domainexperts.dev/roles/insurance-sales-agent/ https://domainexperts.dev/roles/insurance-sales-agent/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of an Insurance Sales Agent — running a life-insurance needs analysis, comparing coverage across carriers for a client, structuring a policy recommendation around a premium budget, handling a price-vs-coverage objection, or explaining a commission/renewal structure to a client asking why a quote changed at renewal. https://domainexperts.dev/roles/rehabilitation-counselor/ https://domainexperts.dev/roles/rehabilitation-counselor/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of a Rehabilitation Counselor — running a transferable-skills analysis after a client's functional capacity changed, determining whether a requested workplace accommodation is a reasonable one under the ADA or rises to undue hardship, writing an Individualized Plan for Employment (IPE) with a defensible vocational goal, or reading a functional capacity evaluation to decide what work a client can return to. https://domainexperts.dev/roles/securities-sales-agent/ https://domainexperts.dev/roles/securities-sales-agent/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of a securities/financial-services sales agent — comparing mutual-fund share classes for a client's holding period, structuring a commission-vs-fee disclosure, building a prospecting/book-of-business growth plan, evaluating an annuity recommendation under Reg BI, or drafting a suitability file. https://domainexperts.dev/roles/travel-agent/ https://domainexperts.dev/roles/travel-agent/ Tue, 07 Jul 2026 20:15:58 +0700 Use when a task needs the judgment of a travel agent — constructing a multi-leg itinerary against layover/visa/timing constraints, pricing a trip across supplier commission structures, comparing travel-insurance/cancellation-policy tradeoffs, or interpreting GDS fare rules and change penalties. https://domainexperts.dev/roles/court-reporter/ https://domainexperts.dev/roles/court-reporter/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Court Reporter — producing a realtime or CART feed during a deposition or trial, triaging a QC pass on a draft transcript before certification, drafting or applying an errata sheet under FRCP 30(e), reading back testimony from steno notes on a judge's request, or handling a sealed-record or in-camera confidentiality flag. https://domainexperts.dev/roles/fashion-designer/ https://domainexperts.dev/roles/fashion-designer/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Fashion Designer — costing a garment against a wholesale-margin target, calculating fabric yield/marker efficiency for a style, planning a seasonal collection's SKU and colorway count, setting fit-grading tolerances across a size run, or diagnosing why a sample doesn't match a tech pack. https://domainexperts.dev/roles/floral-designer/ https://domainexperts.dev/roles/floral-designer/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Floral Designer — costing an event or wedding floral proposal against a client budget, substituting for an out-of-season or unavailable stem, planning cold-chain/hydration timing so blooms peak on event day, or translating a vague client brief ("romantic, garden-y, not too pink") into a concrete flower/color/mechanics plan. https://domainexperts.dev/roles/merchandise-displayer/ https://domainexperts.dev/roles/merchandise-displayer/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Merchandise Displayer/Visual Merchandiser — planning a seasonal reset's labor-hours against a store-closure window, deciding whether a window-display concept is converting foot traffic better than the last one, auditing planogram compliance in-store, or sequencing a fixture layout for eye-level/reach-zone product placement. https://domainexperts.dev/roles/photographer/ https://domainexperts.dev/roles/photographer/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a professional photographer — planning exposure/lighting for a shoot, building a shot list with coverage for an irreplaceable event, structuring a usage-licensing fee for commercial images, diagnosing a lighting or exposure problem from EXIF/histogram data, or setting up a non-destructive post-processing workflow. https://domainexperts.dev/roles/producer-director/ https://domainexperts.dev/roles/producer-director/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Producer/Director — building a shooting-day budget topsheet, sequencing a stripboard/one-line schedule, running a mid-shoot schedule-compression review, evaluating a greenlight/go-no-go financing decision, or making a casting/crew tradeoff under a locked budget. https://domainexperts.dev/roles/set-exhibit-designer/ https://domainexperts.dev/roles/set-exhibit-designer/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Set and Exhibit Designer — space-planning a stage or exhibit floor under a fixed load-in/strike window, running a sightline check against raked or flat seating, allocating a fabrication budget across scenic or exhibit elements, choosing a fabrication material for a limited-run install versus a touring one, or reconciling a crew-hour schedule against a fixed install window. https://domainexperts.dev/roles/sound-engineering-technician/ https://domainexperts.dev/roles/sound-engineering-technician/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a sound engineering technician — diagnosing gain-staging/noise problems in a signal chain, hitting a platform's loudness delivery spec (LUFS/true-peak), choosing mic placement to avoid phase cancellation, or troubleshooting a mix that "sounds off" but measures clean on a peak meter. https://domainexperts.dev/roles/special-effects-animator/ https://domainexperts.dev/roles/special-effects-animator/ Tue, 07 Jul 2026 20:09:58 +0700 Use when a task needs the judgment of a Special Effects Artist/Animator — planning a shot through the VFX pipeline (previz through comp), diagnosing why a shot "feels wrong," budgeting render-farm time against a delivery deadline, or structuring a revision-round process with a director. https://domainexperts.dev/roles/art-director/ https://domainexperts.dev/roles/art-director/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of an Art Director — commissioning and choosing between divergent creative concepts for a campaign, triaging client feedback into concept vs. execution notes, pressure-testing a concept against a production budget/timeline before it's locked in, or managing a shoot/production budget across a multi-deliverable campaign. https://domainexperts.dev/roles/commercial-industrial-designer/ https://domainexperts.dev/roles/commercial-industrial-designer/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a Commercial/Industrial Designer — designing the form, ergonomics, and manufacturability of a physical product, choosing between manufacturing processes at a given volume, selecting materials/finishes under a cost or durability constraint, or planning a prototyping sequence before tooling commitment. https://domainexperts.dev/roles/editor/ https://domainexperts.dev/roles/editor/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a manuscript or content editor — diagnosing structural problems in a draft, writing a developmental edit letter, running a line-edit or copyedit pass, deciding what to cut to hit a word-count target, or triaging conflicting author feedback. https://domainexperts.dev/roles/film-video-editor/ https://domainexperts.dev/roles/film-video-editor/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a Film and Video Editor — cutting a rough assembly down to a target runtime, diagnosing why a scene isn't playing, structuring a revision-round process with a director/client, or preparing a picture-locked timeline for sound/color finishing. https://domainexperts.dev/roles/interior-designer/ https://domainexperts.dev/roles/interior-designer/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of an Interior Designer — space-planning a commercial or residential layout against code-minimum clearances, selecting and specifying finishes/furniture within a budget, designing a lighting plan against footcandle targets, checking a layout for ADA accessible-route/clear-floor-space compliance, or reconciling a finish-schedule budget against a client's allowance. https://domainexperts.dev/roles/news-journalist/ https://domainexperts.dev/roles/news-journalist/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a News Journalist — deciding whether a claim has enough independent corroboration to publish, handling an anonymous or off-the-record source without burning credibility, structuring a breaking-news story under deadline, or triaging which parts of a developing story are confirmed versus still rumor. https://domainexperts.dev/roles/public-relations-specialist/ https://domainexperts.dev/roles/public-relations-specialist/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a Public Relations Specialist — writing and targeting a media pitch, building a tiered reporter list, drafting a press release, testing a launch message before it goes wide, or drafting a fast holding statement while facts are still being confirmed. https://domainexperts.dev/roles/technical-writer/ https://domainexperts.dev/roles/technical-writer/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a Technical Writer — architecting API/developer documentation, auditing documentation coverage against support-ticket volume, classifying content by Diátaxis type (reference/how-to/tutorial/explanation), designing a docs-as-code workflow, or diagnosing why users can't self-serve from existing docs. https://domainexperts.dev/roles/translator-interpreter/ https://domainexperts.dev/roles/translator-interpreter/ Tue, 07 Jul 2026 20:03:05 +0700 Use when a task needs the judgment of a translator or interpreter — translating a technical/legal/marketing document, deciding between light and full machine-translation post-editing, choosing simultaneous vs consecutive interpretation for an assignment, resolving an ambiguous or untranslatable source term, or preparing a certified translation for a legal/immigration/court requirement. https://domainexperts.dev/roles/animal-scientist/ https://domainexperts.dev/roles/animal-scientist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of an Animal Scientist — formulating a least-cost livestock ration against nutrient requirements, evaluating breeding stock using EPDs or a selection index, diagnosing a feed-conversion-ratio decline, or designing a growth/reproduction performance-monitoring plan for a livestock operation. https://domainexperts.dev/roles/astronomer/ https://domainexperts.dev/roles/astronomer/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of an astronomer — calculating exposure time or signal-to-noise for a target, writing the feasibility math for a telescope-time proposal, reducing photometric or spectroscopic data, distinguishing a systematic error floor from statistical noise, or reviewing an observational result for calibration or upper-limit red flags. https://domainexperts.dev/roles/biochemist/ https://domainexperts.dev/roles/biochemist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a Biochemist — determining enzyme kinetics (Km/Vmax, inhibition mechanism) from rate data, choosing a structural-biology method (X-ray crystallography, cryo-EM, or NMR) for a target, designing or interpreting a binding assay (ITC, SPR, fluorescence polarization), or selecting a protein-purification strategy and diagnosing why a prep failed. https://domainexperts.dev/roles/food-scientist/ https://domainexperts.dev/roles/food-scientist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a Food Scientist — designing an accelerated shelf-life study, running a HACCP hazard analysis on a process step, planning a sensory-evaluation protocol (triangle test, descriptive panel), or reformulating a product for cost/nutrition targets without breaking stability or safety. https://domainexperts.dev/roles/forester/ https://domainexperts.dev/roles/forester/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a Forester — cruising a stand to estimate merchantable timber volume and value, recommending a harvest or thinning prescription, selecting a silvicultural system for regeneration, calculating financial vs. biological rotation age, or evaluating whether a stand's stocking or growth data supports a proposed cut. https://domainexperts.dev/roles/geoscientist/ https://domainexperts.dev/roles/geoscientist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a Geoscientist — correlating well logs across a stratigraphic section, estimating hydrocarbon or mineral reserves volumetrically, assessing geologic-hazard risk for a site, or interpreting subsurface structure from seismic or core data. https://domainexperts.dev/roles/physicist/ https://domainexperts.dev/roles/physicist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a Physicist — designing an experiment to control systematic error, propagating measurement uncertainty through a derived quantity, evaluating whether a model fits data (chi-squared/goodness-of-fit), running a dimensional-analysis sanity check on a formula, or deciding whether an apparent signal is real or a statistical/systematic artifact. https://domainexperts.dev/roles/soil-plant-scientist/ https://domainexperts.dev/roles/soil-plant-scientist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a soil and plant scientist — interpreting a soil test into a fertilizer/lime recommendation, building a nutrient management plan, diagnosing a suspected nutrient deficiency or pH-limited yield, or evaluating land-capability suitability for a proposed crop or land use. https://domainexperts.dev/roles/zoologist-wildlife-biologist/ https://domainexperts.dev/roles/zoologist-wildlife-biologist/ Tue, 07 Jul 2026 19:57:17 +0700 Use when a task needs the judgment of a Zoologist/Wildlife Biologist — estimating a wildlife population size from mark-recapture or distance-sampling data, assessing whether survey data supports a trend claim, evaluating a species-status-assessment or listing petition's population science, reviewing a population-viability analysis, or interpreting a habitat-suitability model against ground-truthed occupancy. https://domainexperts.dev/roles/atmospheric-scientist/ https://domainexperts.dev/roles/atmospheric-scientist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of an atmospheric scientist/operational meteorologist — interpreting ensemble forecast guidance, deciding whether conditions cross a severe-weather warning threshold, calibrating a raw model probability against verification climatology, or writing a forecast discussion or warning product under time pressure. https://domainexperts.dev/roles/conservation-scientist/ https://domainexperts.dev/roles/conservation-scientist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a Conservation Scientist — writing or reviewing a rangeland/forest conservation plan, calculating stocking rate or carrying capacity against a proposed grazing or timber plan, scoping a prescribed-fire prescription, resolving a multi-use land-allocation conflict on public or private land, or assessing range/forest condition trend from monitoring data. https://domainexperts.dev/roles/geneticist/ https://domainexperts.dev/roles/geneticist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a geneticist — classifying a genetic variant's pathogenicity (ACMG/AMP criteria), interpreting a family pedigree for inheritance pattern and recurrence risk, evaluating whether a genotype plausibly explains a phenotype, or designing a gene-function study. https://domainexperts.dev/roles/hydrologist/ https://domainexperts.dev/roles/hydrologist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a hydrologist — running a flood-frequency analysis to set a design discharge, building a watershed water balance, modeling groundwater flow or drawdown from a pumping test, evaluating a water-rights allocation question, or reviewing a stormwater/streamflow dataset for a permit or engineering design input. https://domainexperts.dev/roles/medical-scientist/ https://domainexperts.dev/roles/medical-scientist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a Medical Scientist doing preclinical/translational research — designing an in vitro or in vivo experiment, fitting and interpreting a dose-response curve, judging whether an efficacy signal survives replication and assay-quality scrutiny, deciding a go/no-go on program progression, or scoping a GLP-vs-exploratory study. Distinct from a clinical-data-manager (owns trial data integrity, not research design) and a biostatistician (owns statistical methodology for the analysis this role's data feeds into, not the biological research question itself). https://domainexperts.dev/roles/microbiologist/ https://domainexperts.dev/roles/microbiologist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a Microbiologist — identifying an organism from a culture (biochemical panel, MALDI-TOF, or 16S rRNA sequencing), investigating a contamination source in a sterile or food-production environment, interpreting antimicrobial susceptibility testing against CLSI breakpoints, back-calculating a contamination timeline from growth kinetics, or judging whether an environmental-monitoring excursion is a genuine control-failure signal. https://domainexperts.dev/roles/school-psychologist/ https://domainexperts.dev/roles/school-psychologist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a school psychologist — determining special-education eligibility from RTI/discrepancy data, designing or interpreting a Functional Behavior Assessment, distinguishing a disability-driven eligibility question from an instructional or exclusionary-factor explanation, planning a school crisis response, or writing an eligibility-determination report for a multidisciplinary team. https://domainexperts.dev/roles/sociologist/ https://domainexperts.dev/roles/sociologist/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a Sociologist — designing a mixed-methods study of a social-structure or institutional-change question, building and validating a qualitative codebook, checking whether a group-level pattern supports the individual-level claim being made about it, or reading out a stratification/mobility finding for a policy audience. https://domainexperts.dev/roles/survey-researcher/ https://domainexperts.dev/roles/survey-researcher/ Tue, 07 Jul 2026 19:47:44 +0700 Use when a task needs the judgment of a Survey Researcher — designing a sampling frame and questionnaire for a public-opinion or market-research survey, diagnosing whether a topline number reflects opinion or measurement artifact, weighting a sample to population targets, or auditing a fielded survey's methodology for coverage/nonresponse/mode bias before the number ships. https://domainexperts.dev/roles/adult-esl-instructor/ https://domainexperts.dev/roles/adult-esl-instructor/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of an Adult ESL/Basic Education Instructor — placing a new adult learner using standardized assessment scores, designing life-context-relevant lesson content for working adults, tracking NRS-reportable level gains, addressing attendance/retention barriers, or preparing a learner for GED/HSE or workplace English benchmarks. https://domainexperts.dev/roles/archivist/ https://domainexperts.dev/roles/archivist/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of an archivist — appraising whether a donated or transferred collection has enduring value, deciding a processing level for a backlog, writing a finding aid, triaging preservation under budget constraints, or resolving a records-restriction question. https://domainexperts.dev/roles/elementary-school-teacher/ https://domainexperts.dev/roles/elementary-school-teacher/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of an Elementary School Teacher — interpreting a running record or fluency check against grade-level benchmarks, deciding whether a struggling reader needs a Tier 2 intervention, running a self-contained classroom's daily schedule across multiple subjects, implementing (not writing) an IEP/504 accommodation with fidelity, or writing a parent-conference summary grounded in assessment data. https://domainexperts.dev/roles/instructional-coordinator/ https://domainexperts.dev/roles/instructional-coordinator/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of an Instructional Coordinator — auditing curriculum coverage against a state test blueprint, checking standards alignment at the cognitive-complexity (DOK) level not just the topic level, diagnosing an assessment-score drop down to the standard and DOK level before revising curriculum, or designing a professional-development plan tied to one observable classroom practice. https://domainexperts.dev/roles/librarian/ https://domainexperts.dev/roles/librarian/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of a Librarian — building or reallocating a collection-development budget, running a weeding/deselection pass, conducting a reference interview, designing an information-literacy instruction session, or resolving a cataloging-consistency backlog. https://domainexperts.dev/roles/postsecondary-educator/ https://domainexperts.dev/roles/postsecondary-educator/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of a Postsecondary Educator — designing a course from learning objectives backward, building or applying a grading rubric, responding to a grade appeal or academic-integrity case, or allocating time across a teaching/research/service load. https://domainexperts.dev/roles/preschool-teacher/ https://domainexperts.dev/roles/preschool-teacher/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of a Preschool Teacher — designing a play-based learning activity for 3-5 year olds, reading a developmental-screening result and deciding whether to refer, writing a parent note about a behavior or developmental concern, planning classroom routines and transitions, or handling a ratio/supervision compliance question in the classroom itself. https://domainexperts.dev/roles/special-education-teacher/ https://domainexperts.dev/roles/special-education-teacher/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of a special education teacher — writing a legally-defensible IEP goal, distinguishing an accommodation from a modification, interpreting present-levels data to set a progress-monitoring target, prepping for an IEP meeting or manifestation determination review, or resolving a disagreement between a parent's request and what the data supports. https://domainexperts.dev/roles/tutor/ https://domainexperts.dev/roles/tutor/ Tue, 07 Jul 2026 19:41:29 +0700 Use when a task needs the judgment of a Tutor — running a diagnostic to isolate the true prerequisite skill gap behind a student's struggle, sequencing sessions by leverage instead of client-requested topic order, setting realistic score-improvement targets for test prep, building spaced review into a session plan so gains stick, or reporting progress against diagnostic data to a paying parent/client. https://domainexperts.dev/roles/chemist/ https://domainexperts.dev/roles/chemist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of a Chemist — developing or validating an analytical method (HPLC, GC, spectroscopy), designing a synthesis route and reconciling a reaction yield, diagnosing an out-of-specification (OOS) lab result, interpreting a spectrum to confirm structure or purity, or reviewing a stability/degradation study. https://domainexperts.dev/roles/clinical-counseling-psychologist/ https://domainexperts.dev/roles/clinical-counseling-psychologist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of a doctoral-level Clinical or Counseling Psychologist — building a psychological test battery to answer a referral question, interpreting a WAIS/MMPI/PAI profile against validity indices, working a differential diagnosis (e.g. ADHD vs. anxiety-driven inattention, depression vs. early dementia), or writing a feedback-session-ready diagnostic formulation report. https://domainexperts.dev/roles/economist/ https://domainexperts.dev/roles/economist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of an Economist — estimating a demand elasticity or causal treatment effect from observational or experimental data, building a cost-benefit or welfare analysis for a policy or pricing decision, forecasting a macro or market aggregate under stated assumptions, or stress-testing whether a "the data shows X" claim survives a confounding-variable check. https://domainexperts.dev/roles/environmental-scientist/ https://domainexperts.dev/roles/environmental-scientist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of an environmental scientist — scoping or reviewing a Phase I/Phase II environmental site assessment, interpreting soil or groundwater sampling results against regulatory action levels, drafting an environmental impact statement or NEPA scoping document, running a contaminant fate-and-transport screening calc, or assessing ecological risk to a receptor. https://domainexperts.dev/roles/epidemiologist/ https://domainexperts.dev/roles/epidemiologist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of an Epidemiologist — investigating a disease outbreak and identifying its source, designing a case-control or cohort study to test an exposure hypothesis, calculating attack rates/odds ratios/relative risk from surveillance data, evaluating whether a surveillance system is sensitive and timely enough to catch a real signal, or judging whether an observed case cluster is a true outbreak or expected background variation. https://domainexperts.dev/roles/forensic-science-technician/ https://domainexperts.dev/roles/forensic-science-technician/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of a Forensic Science Technician — processing a crime scene and collecting physical evidence, reconciling a chain-of-custody or evidence-count discrepancy, evaluating whether a pattern-match conclusion (print, tool mark, bloodstain, trace) overstates its scientific basis, or deciding whether a presumptive field test result is being treated with the right level of certainty. https://domainexperts.dev/roles/industrial-organizational-psychologist/ https://domainexperts.dev/roles/industrial-organizational-psychologist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of an industrial-organizational psychologist — validating a selection test or interview protocol, running an adverse-impact analysis on hiring or promotion data, designing a performance-rating system, conducting a job analysis to anchor KSAOs, or defending an assessment tool's job-relatedness under an OFCCP/EEOC audit. Distinct from hr-people-manager and hr-specialist, which execute hiring and leave/compliance programs — this role owns the psychometric and legal-defensibility science behind the selection and appraisal tools those roles use. https://domainexperts.dev/roles/occupational-health-safety-specialist/ https://domainexperts.dev/roles/occupational-health-safety-specialist/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of an occupational health and safety specialist — running a workplace hazard assessment, investigating a recordable incident's root cause, interpreting industrial-hygiene sampling data (noise, chemical exposure) against OSHA limits, designing a hierarchy-of-controls fix, or building an OSHA 300-log-driven safety program review. Distinct from a security-management-specialist (human/physical-threat protection) — this role owns exposure, hazard, and injury risk from the work itself, not from bad actors. https://domainexperts.dev/roles/urban-regional-planner/ https://domainexperts.dev/roles/urban-regional-planner/ Tue, 07 Jul 2026 19:31:42 +0700 Use when a task needs the judgment of an Urban and Regional Planner — reviewing a rezoning or variance application against a comprehensive plan, sizing a traffic/parking impact from a proposed density change, running a fiscal-impact analysis on a development proposal, drafting a zoning-text-amendment recommendation, or preparing a staff report for a planning commission or council hearing. https://domainexperts.dev/roles/aerospace-engineer/ https://domainexperts.dev/roles/aerospace-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of an Aerospace Engineer — reconciling a vehicle mass/weight budget against a certification limit, computing a structural margin of safety, choosing a means of compliance for an FAA certification basis, tracing a weight-growth overrun back to a design decision, or evaluating a propulsion/aerodynamics tradeoff against a range or payload requirement. https://domainexperts.dev/roles/architect/ https://domainexperts.dev/roles/architect/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of a licensed Architect — programming a building's spatial/functional requirements against a budget, developing a design concept against a zoning/code envelope, evaluating a fee proposal or scope-creep request, resolving a code-compliance conflict between disciplines, or working through a construction-phase change order's cost and schedule impact. https://domainexperts.dev/roles/biomedical-engineer/ https://domainexperts.dev/roles/biomedical-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of a biomedical/bioengineering engineer — running a design control phase (inputs, outputs, verification, validation) for a medical device, scoring a Design FMEA and deciding whether a failure mode needs mitigation, planning a human factors/usability validation study, building a design traceability matrix, or writing a design verification or risk-mitigation report. Distinct from a regulatory-affairs-specialist (owns the submission/clearance process, not the engineering itself) and from a clinical-data-manager/biostatistician (trial data and analysis, not device design). https://domainexperts.dev/roles/chemical-engineer/ https://domainexperts.dev/roles/chemical-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of a Chemical Engineer — closing a mass/energy balance around a reactor or separation unit, evaluating scale-up risk from bench to pilot to plant, reviewing a HAZOP finding or LOPA scenario for a covered process, sizing relief for a runaway-reaction or fire case, or checking a process safety information (PSI) package against OSHA 1910.119 before startup. https://domainexperts.dev/roles/electrical-engineer/ https://domainexperts.dev/roles/electrical-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of an Electrical Engineer working in power systems — sizing a service or feeder from NEC demand factors, running a short-circuit study and checking breaker interrupting ratings, computing arc-flash incident energy and assigning a PPE category, checking protective-device coordination (selectivity), or reviewing a single-line diagram before construction. https://domainexperts.dev/roles/environmental-engineer/ https://domainexperts.dev/roles/environmental-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of an environmental engineer — designing or sizing a wastewater/water treatment process, drafting or reviewing an NPDES or Title V air permit application, scoping a contaminated-site remediation (RI/FS), evaluating whether a process change triggers a permit modification, or checking a discharge/emissions dataset against regulatory limits. https://domainexperts.dev/roles/industrial-engineer/ https://domainexperts.dev/roles/industrial-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of an Industrial Engineer — balancing an assembly line against takt time, redesigning a facility layout to cut travel distance, setting a labor time standard from a time study, diagnosing which station is the real throughput bottleneck, or screening whether a proposed automation project's payback justifies the capital. https://domainexperts.dev/roles/landscape-architect/ https://domainexperts.dev/roles/landscape-architect/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of a Landscape Architect — designing a site grading/drainage plan, selecting a planting palette for a climate and soil profile, resolving a hardscape-vs-planting tradeoff, sizing stormwater detention against a design storm, or navigating zoning setbacks and easements on a site plan. https://domainexperts.dev/roles/nuclear-engineer/ https://domainexperts.dev/roles/nuclear-engineer/ Tue, 07 Jul 2026 19:08:17 +0700 Use when a task needs the judgment of a Nuclear Engineer — sizing radiation shielding against a dose target, screening a proposed plant change under 10 CFR 50.59, ranking systems for maintenance rigor using PRA importance measures, checking a safety analysis for design-basis vs. best-estimate conservatism, or evaluating whether a redundant safety train is truly independent (common-cause failure). https://domainexperts.dev/roles/bioinformatics-technician/ https://domainexperts.dev/roles/bioinformatics-technician/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a bioinformatics technician — running or QC-gating a next-generation sequencing pipeline, triaging a failed or borderline sequencing run, deciding whether a variant call set is clinically/research reportable, or writing a sample-level QC report. https://domainexperts.dev/roles/clinical-data-manager/ https://domainexperts.dev/roles/clinical-data-manager/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a Clinical Data Manager — designing a CRF/eCRF and edit-check specification, writing or triaging a data query, planning database lock readiness, reconciling external data (lab, ePRO, IRT) against the clinical database, or reviewing a data management plan for a trial. https://domainexperts.dev/roles/computer-programmer/ https://domainexperts.dev/roles/computer-programmer/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a computer programmer implementing to a given specification — translating a design/pseudocode/systems-analyst spec into working code in a specified language, flagging spec ambiguity before writing code, maintaining or modernizing an existing codebase against its original contract, or writing unit tests that prove the implementation matches the spec (not designing the system the spec describes). https://domainexperts.dev/roles/computer-systems-engineer-architect/ https://domainexperts.dev/roles/computer-systems-engineer-architect/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a systems engineer/architect working at the whole-program level — decomposing requirements across hardware/software/network subsystems, writing or reviewing an interface control document (ICD), making a build-vs-buy tradeoff for a subsystem, or tracing a verification failure back through the requirements baseline. Distinct from a software engineer (owns one service's code) or DevOps/SRE (owns operational reliability) — this role owns the technical baseline for a whole system-of-systems and is accountable when subsystems built by different teams or vendors don't fit together. https://domainexperts.dev/roles/document-management-specialist/ https://domainexperts.dev/roles/document-management-specialist/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a Document Management Specialist — designing or auditing a records retention schedule, planning a content migration between DMS platforms (SharePoint, OpenText, Documentum, M-Files), reconciling migrated vs. source document counts, resolving a version-control or legal-hold conflict, or scoping a defensible-disposal (ROT) cleanup. https://domainexperts.dev/roles/fundraiser/ https://domainexperts.dev/roles/fundraiser/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a nonprofit fundraiser/development professional — sequencing a capital campaign, building a gift range chart, deciding when to move from quiet to public phase, diagnosing declining donor retention, or drafting a major-gift ask. https://domainexperts.dev/roles/it-project-manager/ https://domainexperts.dev/roles/it-project-manager/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of an IT Project Manager — building a schedule and budget baseline for a software/infrastructure delivery, running an earned-value or burn-rate check on a project in flight, triaging a vendor delivery slip, writing a change-request or status memo, or deciding whether a troubled project should be re-baselined, descoped, or killed. https://domainexperts.dev/roles/regulatory-affairs-specialist/ https://domainexperts.dev/roles/regulatory-affairs-specialist/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a Regulatory Affairs Specialist — choosing a submission pathway (510(k), De Novo, PMA, EU MDR technical file), selecting or scoring a predicate device, drafting a regulatory strategy memo, responding to an FDA Additional Information request, or deciding whether a product change needs a new submission. Distinct from a legal/compliance-officer role — this one owns product-specific pre-market and post-market regulatory lifecycle, not broad corporate compliance (SOX, AML, ethics). https://domainexperts.dev/roles/security-management-specialist/ https://domainexperts.dev/roles/security-management-specialist/ Tue, 07 Jul 2026 18:59:59 +0700 Use when a task needs the judgment of a corporate security management specialist — designing a physical/personnel security program, scoping an executive protection detail, building a workplace violence prevention plan, sizing or vetting a contract guard force, or running a facility security risk assessment. Distinct from a cybersecurity role (network/data protection) and from a compliance-officer (regulatory adherence) — this role protects people, physical assets, and continuity of operations against human threats. https://domainexperts.dev/roles/biostatistician/ https://domainexperts.dev/roles/biostatistician/ Tue, 07 Jul 2026 15:24:08 +0700 Use when a task needs the judgment of a Biostatistician — designing a clinical trial's sample size and analysis plan, choosing a survival-analysis or censoring-aware method, preparing a DSMB safety readout, or judging whether a trial's efficacy claim survives ITT vs. per-protocol scrutiny. https://domainexperts.dev/roles/business-intelligence-analyst/ https://domainexperts.dev/roles/business-intelligence-analyst/ Tue, 07 Jul 2026 15:24:08 +0700 Use when a task needs the judgment of a Business Intelligence Analyst — reconciling a metric discrepancy between reports, designing a dimensional model or semantic layer for self-service dashboards, setting a data freshness/latency SLA, or diagnosing why a dashboard's aggregate number is misleading. https://domainexperts.dev/roles/statistician/ https://domainexperts.dev/roles/statistician/ Tue, 07 Jul 2026 15:24:08 +0700 Use when a task needs the judgment of a Statistician — designing a sampling or experimental protocol, determining sample size or power, choosing and defending a hypothesis-testing or multiple-comparisons approach, or reviewing whether a study's statistical claims are actually supported by its design. https://domainexperts.dev/roles/web-administrator/ https://domainexperts.dev/roles/web-administrator/ Tue, 07 Jul 2026 15:24:08 +0700 Use when a task needs the judgment of a Web Administrator — diagnosing an outage or slow-page incident, planning a TLS/DNS cutover, deciding CDN vs origin caching policy, or hardening a web server/WAF configuration against a specific threat. https://domainexperts.dev/roles/data-warehousing-specialist/ https://domainexperts.dev/roles/data-warehousing-specialist/ Tue, 07 Jul 2026 06:41:47 +0700 Use when a task needs the judgment of a Data Warehousing Specialist — defining the grain of a fact table before modeling it, choosing a slowly changing dimension (SCD) type for a dimension attribute, designing an incremental ETL/ELT load strategy against a full-refresh alternative, resolving a conformed-dimension conflict across source systems, or diagnosing why a BI report's numbers don't reconcile to the source system. https://domainexperts.dev/roles/telecommunications-engineering-specialist/ https://domainexperts.dev/roles/telecommunications-engineering-specialist/ Tue, 07 Jul 2026 06:37:30 +0700 Use when a task needs the judgment of a Telecommunications Engineering Specialist — specifying structured cabling category/distance against a speed requirement, computing a fiber link's insertion-loss budget, sizing PBX/VoIP trunk groups from traffic data, planning carrier circuit provisioning lead time against a project timeline, or designing and validating wireless/DAS coverage via RF site survey. https://domainexperts.dev/roles/operations-research-analyst/ https://domainexperts.dev/roles/operations-research-analyst/ Tue, 07 Jul 2026 06:28:36 +0700 Use when a task needs the judgment of an Operations Research Analyst — formulating a linear or mixed-integer optimization model for allocation/scheduling/blending, sizing safety stock or staffing under a target service level, deciding whether to re-optimize a disrupted schedule from scratch or patch it by hand under time pressure, diagnosing why a solver is slow or returns a spuriously-feasible answer, or translating a model's output into a recommendation a non-technical sponsor will act on. https://domainexperts.dev/roles/mathematician/ https://domainexperts.dev/roles/mathematician/ Tue, 07 Jul 2026 06:27:21 +0700 Use when a task needs the judgment of a mathematician — refereeing or verifying a proof before publication, deciding whether a computed numerical result is trustworthy enough to act on, scoping a grant proposal or technical report to the right level of rigor, or isolating a disputed claim in a paper to the one step it actually turns on. https://domainexperts.dev/roles/network-systems-administrator/ https://domainexperts.dev/roles/network-systems-administrator/ Tue, 07 Jul 2026 06:26:37 +0700 Use when a task needs the judgment of a network/systems administrator — triaging a connectivity or outage incident, sequencing an emergency patch or firmware rollout across a device fleet, reviewing backup-job and monitoring coverage, setting account-access and password policy, or planning a WAN circuit order or data-center/office move. https://domainexperts.dev/roles/computer-user-support-specialist/ https://domainexperts.dev/roles/computer-user-support-specialist/ Tue, 07 Jul 2026 06:25:52 +0700 Use when a task needs the judgment of a Computer User Support Specialist — triaging an inbound ticket's severity and SLA clock before troubleshooting it, verifying a caller's identity before any password/MFA/account-state change, walking a live incident through a structured troubleshooting sequence instead of guessing at a fix, deciding whether a request is an incident, a service request, or the underlying problem behind a string of incidents, or judging whether a ticket should resolve at tier 1 or genuinely needs escalation. https://domainexperts.dev/roles/network-support-specialist/ https://domainexperts.dev/roles/network-support-specialist/ Tue, 07 Jul 2026 06:24:22 +0700 Use when a task needs the judgment of a Computer Network Support Specialist — diagnosing a duplex mismatch from interface error counters, isolating a Path MTU Discovery black hole that hangs large transfers but not small ones, resolving DHCP scope exhaustion producing APIPA addresses, containing a broadcast storm traced to a missing BPDU Guard, or triaging a live ticket's severity against a response-time SLA before diagnosing it. https://domainexperts.dev/roles/computer-information-research-scientist/ https://domainexperts.dev/roles/computer-information-research-scientist/ Tue, 07 Jul 2026 06:22:42 +0700 Use when a task needs the judgment of a Computer and Information Research Scientist — designing an ablation to attribute an empirical gain, budgeting an NSF CISE proposal against page and content limits, deciding what reproducibility artifacts to release with a paper, screening a draft for mathiness or terminology misuse, or scoping the consent/ethics review needed before running an experiment on real users. https://domainexperts.dev/roles/embedded-firmware-engineer/ https://domainexperts.dev/roles/embedded-firmware-engineer/ Tue, 07 Jul 2026 03:01:33 +0700 Use when a task needs the judgment of an Embedded/Firmware Engineer — analyzing worst-case execution time for a hard real-time deadline, choosing static over dynamic memory allocation to avoid fragmentation on a long-uptime device, keeping an interrupt service routine minimal and deferring work to the main loop, synchronizing a variable shared between an ISR and main context to prevent a torn read, or verifying a hardware register interaction against the datasheet's exact timing rather than observed bench behavior. https://domainexperts.dev/roles/application-security-engineer/ https://domainexperts.dev/roles/application-security-engineer/ Tue, 07 Jul 2026 02:35:16 +0700 Use when a task needs the judgment of an Application Security Engineer — checking whether an endpoint verifies object-level authorization (not just authentication), running threat modeling at design time rather than deferring security review to the end, triaging a dependency vulnerability by actual reachability rather than CVSS score alone, combining SAST/DAST/SCA tooling to cover their distinct blind spots, or applying context-specific output encoding to untrusted input. Distinct from an information security analyst — this role works inside the SDLC to prevent vulnerabilities before they ship, not detect and respond to intrusions in production. https://domainexperts.dev/roles/platform-engineer/ https://domainexperts.dev/roles/platform-engineer/ Tue, 07 Jul 2026 02:30:42 +0700 Use when a task needs the judgment of a Platform/Infrastructure Engineer — designing a golden path for a common developer workflow, setting a self-service abstraction's level with an explicit escape hatch, diagnosing why platform adoption is low, enforcing infrastructure-as-code against configuration drift, or planning a staged rollout given a shared platform's multi-tenant blast radius. Distinct from a DevOps/SRE role — this one builds the tools and abstractions other engineers use, not the operational reliability of production systems. https://domainexperts.dev/roles/mobile-engineer/ https://domainexperts.dev/roles/mobile-engineer/ Tue, 07 Jul 2026 02:27:34 +0700 Use when a task needs the judgment of a Mobile Engineer (iOS/Android) — designing an offline-sync conflict resolution strategy that doesn't silently lose edits, planning a release around app store review turnaround and rejection risk, handling background work within platform-enforced execution limits, managing app lifecycle events (backgrounding, configuration change) without data loss, or testing across a representative device/OS fragmentation matrix. https://domainexperts.dev/roles/frontend-engineer/ https://domainexperts.dev/roles/frontend-engineer/ Tue, 07 Jul 2026 02:24:32 +0700 Use when a task needs the judgment of a Frontend Engineer — diagnosing which Core Web Vital (LCP/INP/CLS) a change actually affects before optimizing, fixing forced synchronous layout thrashing from interleaved DOM reads/writes, reducing bundle size through code splitting rather than assuming one more dependency is negligible, or building UI with semantic HTML/ARIA so accessibility isn't a retrofit. https://domainexperts.dev/roles/data-engineer/ https://domainexperts.dev/roles/data-engineer/ Tue, 07 Jul 2026 02:21:20 +0700 Use when a task needs the judgment of a Data Engineer — designing an idempotent pipeline operation so retries and backfills don't corrupt data, choosing event-time over processing-time partitioning for time-series aggregation, enforcing schema compatibility rules before an upstream change propagates downstream, adding automated data quality checks to a pipeline, or deciding between batch and streaming architecture for a specific freshness requirement. https://domainexperts.dev/roles/ml-engineer/ https://domainexperts.dev/roles/ml-engineer/ Tue, 07 Jul 2026 02:16:13 +0700 Use when a task needs the judgment of a Machine Learning/AI Engineer — checking a train/test split for data leakage, choosing an evaluation metric that accounts for class imbalance rather than defaulting to accuracy, verifying training and serving feature computation match (train-serving skew), monitoring a deployed model for data/concept drift, or deciding whether a hyperparameter-tuning process has silently overfit to the test set. https://domainexperts.dev/roles/blockchain-engineer/ https://domainexperts.dev/roles/blockchain-engineer/ Tue, 07 Jul 2026 02:00:45 +0700 Use when a task needs the judgment of a Blockchain Engineer — applying the checks-effects-interactions pattern to prevent a reentrancy exploit, auditing a privileged/administrative function for missing access control, designing a manipulation-resistant oracle for on-chain price data, minimizing gas cost through storage-write design, or deciding whether a smart contract needs an upgradability pattern before deployment. https://domainexperts.dev/roles/software-qa-analyst/ https://domainexperts.dev/roles/software-qa-analyst/ Tue, 07 Jul 2026 01:57:51 +0700 Use when a task needs the judgment of a Software QA Analyst/Tester — designing boundary value and equivalence-partition test cases for an input range, checking a test suite's shape against the test pyramid (unit vs. integration vs. E2E ratio), interpreting code coverage as a gap-finder rather than a quality guarantee, triaging a flaky test, prioritizing test effort by risk, or classifying a bug's severity and priority. https://domainexperts.dev/roles/health-informatics-specialist/ https://domainexperts.dev/roles/health-informatics-specialist/ Tue, 07 Jul 2026 01:55:10 +0700 Use when a task needs the judgment of a Health Informatics Specialist — diagnosing why a clinical quality measure (eCQM/HEDIS) rate looks off, checking whether required data is captured as structured/coded fields versus free text, redesigning a clinical decision support (CDS) alert with a high override rate, resolving an interoperability gap caused by terminology/code mapping, or reconciling an HL7 v2 to FHIR data mapping during a system integration. https://domainexperts.dev/roles/gis-technologist/ https://domainexperts.dev/roles/gis-technologist/ Tue, 07 Jul 2026 01:46:29 +0700 Use when a task needs the judgment of a GIS Technologist/Analyst — reconciling coordinate reference system (CRS) mismatches between datasets before an overlay or area calculation, choosing a projection appropriate to the specific analysis (area vs. distance vs. display), validating polygon/line topology before trusting derived spatial results, assessing geocoded address precision against an analysis's accuracy requirement, or checking whether a dataset's original digitizing scale matches the current analysis scale. https://domainexperts.dev/roles/network-architect/ https://domainexperts.dev/roles/network-architect/ Tue, 07 Jul 2026 01:43:07 +0700 Use when a task needs the judgment of a Computer Network Architect — auditing a redundancy design for hidden single points of failure, sizing WAN/link capacity against busy-hour rather than average utilization, designing network segmentation around trust boundaries, calculating QoS bandwidth reservation for real-time traffic like VoIP, or selecting a routing protocol matched to topology scale and convergence requirements. https://domainexperts.dev/roles/database-architect/ https://domainexperts.dev/roles/database-architect/ Tue, 07 Jul 2026 01:28:19 +0700 Use when a task needs the judgment of a Database Architect — choosing a normalization level matched to the actual workload, resolving a CAP theorem tradeoff (consistency vs. availability) for a distributed data store, selecting a sharding/partition key aligned with the dominant query pattern, validating an indexing strategy against real query plans, or deriving RPO/RTO backup and replication requirements from actual business impact. https://domainexperts.dev/roles/digital-forensics-analyst/ https://domainexperts.dev/roles/digital-forensics-analyst/ Tue, 07 Jul 2026 01:19:19 +0700 Use when a task needs the judgment of a Digital Forensics Analyst — capturing volatile evidence before it's lost, creating and hash-verifying a forensic disk image, documenting chain of custody from point of seizure, correcting for clock skew and timezone mismatches when building a cross-source timeline, or identifying anti-forensic activity (log wiping, timestomping) in an investigation. https://domainexperts.dev/roles/logistics-engineer/ https://domainexperts.dev/roles/logistics-engineer/ Tue, 07 Jul 2026 01:15:33 +0700 Use when a task needs the judgment of a Logistics Engineer — evaluating the total-cost tradeoff of adding or consolidating distribution facilities, using a center-of-gravity model as a starting point for facility location, slotting a warehouse by pick velocity (ABC classification), or sizing facility throughput/capacity against peak rather than average demand. https://domainexperts.dev/roles/retail-buyer/ https://domainexperts.dev/roles/retail-buyer/ Tue, 07 Jul 2026 01:12:44 +0700 Use when a task needs the judgment of a Retail/Wholesale Buyer — calculating open-to-buy (OTB) against current sales and inventory position, deciding whether a sell-through checkpoint requires an early markdown, evaluating a buy's true performance via GMROI rather than margin percentage alone, negotiating vendor terms as a package (unit cost, cash discount, dating), or planning assortment between core/replenishable and fashion/trend items. https://domainexperts.dev/roles/fraud-examiner/ https://domainexperts.dev/roles/fraud-examiner/ Tue, 07 Jul 2026 01:09:58 +0700 Use when a task needs the judgment of a Fraud Examiner (occupational fraud investigator) — establishing predication before opening a formal investigation, running Benford's Law or ratio analysis to generate investigative leads from financial data, sequencing witness interviews before an admission-seeking interview of the primary suspect, quantifying a fraud loss, or recommending control remediation that closes the opportunity leg of the fraud triangle. https://domainexperts.dev/roles/personal-property-appraiser/ https://domainexperts.dev/roles/personal-property-appraiser/ Tue, 07 Jul 2026 01:06:55 +0700 Use when a task needs the judgment of a Personal and Business Property Appraiser — selecting the correct value premise (fair market value, replacement cost, or liquidation value) for the appraisal's intended use, resolving authentication and condition as threshold questions for art/antiques/collectibles, building a comparable-sales adjustment for a unique item, valuing business machinery/equipment via the cost approach, or meeting IRS qualified appraisal requirements for a charitable donation. https://domainexperts.dev/roles/online-merchant/ https://domainexperts.dev/roles/online-merchant/ Tue, 07 Jul 2026 01:03:49 +0700 Use when a task needs the judgment of an Online Merchant/e-commerce operator — calculating a SKU's true net contribution margin after payment fees, shipping, and expected returns, comparing customer acquisition cost against channel-specific lifetime value, deciding between a marketplace and owned-store channel for a product, monitoring chargeback ratio against card-network thresholds, or setting inventory reorder points that weigh stockout against overstock cost. https://domainexperts.dev/roles/search-marketing-strategist/ https://domainexperts.dev/roles/search-marketing-strategist/ Tue, 07 Jul 2026 01:01:06 +0700 Use when a task needs the judgment of a Search Marketing Strategist — matching keyword intent to the right organic vs. paid strategy, diagnosing why Quality Score is inflating paid search cost-per-click, choosing an attribution model for cross-channel budget decisions, running an incrementality test to find true lift from brand paid search, or evaluating marginal ROAS before scaling ad spend further. https://domainexperts.dev/roles/financial-quantitative-analyst/ https://domainexperts.dev/roles/financial-quantitative-analyst/ Tue, 07 Jul 2026 00:55:53 +0700 Use when a task needs the judgment of a Financial Quantitative Analyst — pricing a derivative and calculating its Greeks (delta, gamma, vega, theta), estimating P&L impact from a large price move using gamma-adjusted rather than linear delta approximation, checking a trading strategy backtest for lookahead/survivorship bias and overfitting, evaluating Monte Carlo simulation convergence, or distinguishing implied from historical volatility. https://domainexperts.dev/roles/sustainability-specialist/ https://domainexperts.dev/roles/sustainability-specialist/ Tue, 07 Jul 2026 00:51:08 +0700 Use when a task needs the judgment of a Sustainability Specialist — calculating Scope 1/2/3 greenhouse gas emissions with appropriate boundary and emission-factor choices, distinguishing location-based from market-based Scope 2 accounting, checking a proposed emissions-reduction target against science-based target trajectory requirements, running a materiality assessment for sustainability reporting, or flagging data-quality tiers in a footprint calculation. https://domainexperts.dev/roles/credit-counselor/ https://domainexperts.dev/roles/credit-counselor/ Tue, 07 Jul 2026 00:48:32 +0700 Use when a task needs the judgment of a Credit Counselor — calculating debt-to-income ratio and disposable income to test debt management plan (DMP) feasibility, comparing DMP versus debt settlement versus bankruptcy for a specific client's financial situation, negotiating and applying creditor interest-rate concessions, selecting a debt payoff order matched to a client's follow-through pattern, or providing federally required pre-bankruptcy credit counseling. https://domainexperts.dev/roles/financial-risk-specialist/ https://domainexperts.dev/roles/financial-risk-specialist/ Tue, 07 Jul 2026 00:45:42 +0700 Use when a task needs the judgment of a Financial Risk Specialist — calculating Value at Risk (VaR) and expected shortfall for a portfolio, stress-testing a risk estimate against correlation breakdown in a crisis scenario, comparing a VaR figure against a capital-based risk limit, quantifying residual basis risk after a hedge, or designing a reverse stress test to find a portfolio's breaking point. https://domainexperts.dev/roles/real-estate-appraiser/ https://domainexperts.dev/roles/real-estate-appraiser/ Tue, 07 Jul 2026 00:42:51 +0700 Use when a task needs the judgment of a Real Estate Appraiser — selecting and adjusting comparable sales in a sales comparison approach, determining a property's highest and best use, reconciling divergent value indications from the sales comparison, cost, and income approaches, or maintaining appraiser independence on a mortgage lending assignment. https://domainexperts.dev/roles/tax-revenue-agent/ https://domainexperts.dev/roles/tax-revenue-agent/ Tue, 07 Jul 2026 00:39:27 +0700 Use when a task needs the judgment of a Tax Examiner or Revenue Agent — determining which statute of limitations applies to an audit (3-year, 6-year, or unlimited), reconstructing unreported income via a bank deposit or similar indirect method, applying the Cohan rule to estimate a substantiated-but-undocumented deduction, distinguishing an accuracy-related penalty from civil fraud based on badges of fraud, or verifying collection due process notice requirements before a lien or levy. https://domainexperts.dev/roles/financial-examiner/ https://domainexperts.dev/roles/financial-examiner/ Tue, 07 Jul 2026 00:36:19 +0700 Use when a task needs the judgment of a bank/depository-institution Financial Examiner — calculating risk-based capital ratios against well-capitalized thresholds, independently classifying a loan (Pass/Special Mention/Substandard/Doubtful/Loss) rather than accepting management's internal grade, testing allowance for credit losses (ALLL/CECL) adequacy, assigning CAMELS component ratings, or issuing a Matter Requiring Attention finding with a corrective action timeline. https://domainexperts.dev/roles/business-continuity-planner/ https://domainexperts.dev/roles/business-continuity-planner/ Tue, 07 Jul 2026 00:32:58 +0700 Use when a task needs the judgment of a Business Continuity Planner — running a business impact analysis (BIA) to derive recovery time objectives, mapping process dependencies to find single points of failure, evaluating whether current recovery capability meets a process's maximum tolerable downtime, designing or debriefing a tabletop exercise, or building the cost-benefit case for a continuity investment. https://domainexperts.dev/roles/equal-opportunity-representative/ https://domainexperts.dev/roles/equal-opportunity-representative/ Tue, 07 Jul 2026 00:19:29 +0700 Use when a task needs the judgment of an Equal Opportunity Representative or Officer — running an adverse-impact analysis on hiring or promotion selection rates, conducting an availability analysis to set affirmative action placement goals, evaluating a compensation-equity regression for unexplained pay gaps, or preparing an affirmative action plan (AAP) for an OFCCP audit. https://domainexperts.dev/roles/government-property-inspector/ https://domainexperts.dev/roles/government-property-inspector/ Tue, 07 Jul 2026 00:16:36 +0700 Use when a task needs the judgment of a Government Property Inspector or Investigator — reconciling a contractor's government property records against a physical inventory sample, investigating a loss/damage/destruction report for timeliness and completeness, evaluating a contractor's property management system against FAR requirements, or determining whether idle property has gone through proper disposition screening. https://domainexperts.dev/roles/farm-labor-contractor/ https://domainexperts.dev/roles/farm-labor-contractor/ Tue, 07 Jul 2026 00:14:02 +0700 Use when a task needs the judgment of a Farm Labor Contractor — verifying FLC license/registration requirements before recruiting workers, preparing a compliant wage and job disclosure, truing up piece-rate pay against minimum wage, calculating an H-2A three-quarter guarantee shortfall, or evaluating joint-employer liability exposure with a grower client. https://domainexperts.dev/roles/labor-relations-specialist/ https://domainexperts.dev/roles/labor-relations-specialist/ Tue, 07 Jul 2026 00:11:27 +0700 Use when a task needs the judgment of a Labor Relations Specialist — processing a grievance against a collective bargaining agreement (CBA), applying the just-cause standard to a disciplinary decision, determining whether an unwritten practice has become binding past practice, tracking a grievance against contractual response deadlines, or preparing a case for arbitration. https://domainexperts.dev/roles/logistics-analyst/ https://domainexperts.dev/roles/logistics-analyst/ Tue, 07 Jul 2026 00:07:38 +0700 Use when a task needs the judgment of a Logistics Analyst — selecting shipping mode (parcel/LTL/FTL/intermodal) against a weight-and-cube breakeven, comparing carriers on total landed cost rather than quoted rate, auditing a freight invoice against the bill of lading and contract rates, calculating on-time-in-full (OTIF) performance, or analyzing a shipping lane's volume and cost trend. https://domainexperts.dev/roles/environmental-compliance-inspector/ https://domainexperts.dev/roles/environmental-compliance-inspector/ Tue, 07 Jul 2026 00:03:45 +0700 Use when a task needs the judgment of an Environmental Compliance Inspector — reviewing discharge monitoring reports or emissions data against permit limits, classifying a facility's hazardous waste generator status, calculating a penalty for a documented violation, deciding whether an exceedance warrants a Notice of Violation versus informal correction, or scoping a multimedia (air/water/waste) inspection. https://domainexperts.dev/roles/auto-damage-appraiser/ https://domainexperts.dev/roles/auto-damage-appraiser/ Mon, 06 Jul 2026 23:58:56 +0700 Use when a task needs the judgment of an Auto Damage Insurance Appraiser — writing a repair estimate from photos or an in-person inspection, deciding repair vs. total loss against a state total-loss formula, evaluating a body shop's supplement request for hidden damage, determining actual cash value (ACV) for a totaled vehicle, or reconciling an OEM-vs-aftermarket-parts dispute. https://domainexperts.dev/roles/coroner/ https://domainexperts.dev/roles/coroner/ Mon, 06 Jul 2026 23:55:53 +0700 Use when a task needs the judgment of a Coroner or medicolegal death investigator — determining whether a death is reportable/jurisdictional, distinguishing cause of death from manner of death, estimating a postmortem interval from scene findings, deciding whether an autopsy or toxicology screen is warranted, or completing a death certificate under scrutiny. https://domainexperts.dev/roles/customs-broker/ https://domainexperts.dev/roles/customs-broker/ Mon, 06 Jul 2026 23:52:36 +0700 Use when a task needs the judgment of a licensed Customs Broker — classifying goods under the Harmonized Tariff Schedule (HTS), calculating landed duty and fees on an import entry, determining country of origin and free-trade-agreement eligibility, filing an Importer Security Filing (ISF) or entry summary, or deciding whether a classification or valuation position is defensible under CBP's "reasonable care" standard. https://domainexperts.dev/roles/farm-products-buyer/ https://domainexperts.dev/roles/farm-products-buyer/ Mon, 06 Jul 2026 23:48:24 +0700 Use when a task needs the judgment of a Buyer or Purchasing Agent for Farm Products — pricing a grain or livestock load against the board and local basis, applying a grade-discount schedule to a scale ticket, choosing between a cash forward contract and a hedge-to-arrive (HTA), managing elevator storage capacity during harvest intake, or deciding whether to hedge a new forward-contracted position. https://domainexperts.dev/roles/talent-agent/ https://domainexperts.dev/roles/talent-agent/ Mon, 06 Jul 2026 23:44:10 +0700 Use when a task needs the judgment of a talent agent or business manager for artists, performers, or athletes — negotiating a representation or performance contract, structuring commission on a deal, checking whether a procurement act crosses into licensed-agent territory, tracking a contract's termination/renewal clock, or flagging a conflict-of-interest in how the agency gets paid. https://domainexperts.dev/roles/fitness-wellness-coordinator/ https://domainexperts.dev/roles/fitness-wellness-coordinator/ Mon, 06 Jul 2026 23:26:43 +0700 Use when a task needs the judgment of a Fitness & Wellness Coordinator — screening a new participant for exercise readiness, sizing or defending a program's participation target, structuring a wellness incentive against HIPAA/ADA limits, auditing emergency-response readiness, or drawing the line between health coaching and a referral. https://domainexperts.dev/roles/compensation-benefits-specialist/ https://domainexperts.dev/roles/compensation-benefits-specialist/ Mon, 06 Jul 2026 22:44:17 +0700 Use when a task needs the judgment of a Compensation, Benefits, and Job Analysis Specialist — market-pricing a job against salary survey data, scoring a job through a point-factor or IPE job evaluation, running a pay-equity regression or cohort analysis, building or refreshing a salary structure and compa-ratio bands, classifying a job family's FLSA exemption status through the duties test, or modeling benefits plan cost (loss ratio, PEPM, self-funded vs. fully insured). Distinct from hr-people-manager (owns the comp/leveling judgment calls — whether to approve an exception, promote someone into a level), hr-specialist (owns individual-case leave/I-9/ADA/FLSA reclassification for one employee's drifted duties), and compensation-benefits-manager (owns pay philosophy, negotiation-range policy, and the department that runs this work). This role owns the mechanics: the survey match, the point score, the regression, the band math — the analysis those upstream policy and downstream judgment calls are made against. https://domainexperts.dev/roles/credit-analyst/ https://domainexperts.dev/roles/credit-analyst/ Mon, 06 Jul 2026 22:44:17 +0700 Use when a task needs the judgment of a Credit Analyst — spreading financial statements and computing leverage/coverage ratios, writing a commercial credit memo, assigning or recommending an internal risk rating, structuring covenants on a term loan or revolver, or stress-testing a borrower's debt service under a downside case. Narrower than loan-officer (originates and manages the client relationship; the analyst underwrites the credit that officer brings in) and financial-risk-specialist (owns portfolio-level risk and concentration limits, not single-borrower underwriting). https://domainexperts.dev/roles/loan-officer/ https://domainexperts.dev/roles/loan-officer/ Mon, 06 Jul 2026 22:44:17 +0700 Use when a task needs the judgment of a loan officer — qualifying a borrower on DTI/LTV, structuring a loan (product, rate, points, down payment) against those ratios, managing TRID disclosure timing and rate-lock decisions, or triaging a file for underwriting handoff. Distinct from credit-analyst (owns the underwriting/credit-memo analysis) — this role originates and packages, it doesn't underwrite. https://domainexperts.dev/roles/project-management-specialist/ https://domainexperts.dev/roles/project-management-specialist/ Mon, 06 Jul 2026 22:44:17 +0700 Use when a task needs the judgment of a project management specialist — building or recomputing an EVM-based schedule/cost forecast, running a status report and RAID log cycle, assessing schedule health before trusting a critical path, sizing a contingency vs. management reserve, evaluating a change request against baseline tolerance, or preparing a variance/exception report for a sponsor. Distinct from a project/program manager or engineering manager (who own people decisions, team composition, and delivery authority) — this role owns the plan's mechanics: the schedule, the budget, the risk register, and the honesty of the forecast, executed largely through influence rather than authority (O*NET 13-1082.00). https://domainexperts.dev/roles/tax-preparer/ https://domainexperts.dev/roles/tax-preparer/ Mon, 06 Jul 2026 22:44:17 +0700 Use when a task needs the judgment of a paid individual/small-business tax return preparer — reconstructing income from client documents, choosing the right forms and schedules, computing tax liability including self-employment tax, running EITC/CTC/AOTC/HOH due-diligence checks, reconciling withholding against actual liability, or drafting a response to an IRS notice (CP2000, audit letter). Not a tax-strategy/CFO role (see financial-manager) — this is return-preparation and filing-compliance craft for the current filing season. https://domainexperts.dev/roles/training-development-specialist/ https://domainexperts.dev/roles/training-development-specialist/ Mon, 06 Jul 2026 22:44:17 +0700 Use when a task needs the judgment of a Training and Development Specialist — running a training needs assessment down to task/objective level, choosing a delivery format (ILT vs eLearning vs blended) for a given audience and constraint set, building a curriculum or storyboard from learning objectives, designing and executing a Kirkpatrick Level 1–4 evaluation instrument, or administering LMS structure (course assignment, SCORM/xAPI tracking, completion reporting). Distinct from training-development-manager (owns program strategy, budget, skill/will/systems diagnosis, and whether training is the right intervention at all) — this role owns the build once that call is made: the instructional design mechanics, the needs-assessment fieldwork, and the LMS/evaluation execution. https://domainexperts.dev/roles/claims-adjuster/ https://domainexperts.dev/roles/claims-adjuster/ Mon, 06 Jul 2026 22:42:32 +0700 Use when a task needs the judgment of a senior property & casualty claims adjuster — scoping a water-damage or auto-collision loss, deciding total-loss vs. repair on a damaged vehicle, drafting or checking a reservation-of-rights letter, deciding when a claim needs an SIU fraud referral vs. a routine recorded statement, or working out whether a coverage dispute should go to appraisal or litigation. A reasoning aid, not licensed adjusting authority. https://domainexperts.dev/roles/purchasing-agent/ https://domainexperts.dev/roles/purchasing-agent/ Mon, 06 Jul 2026 22:39:06 +0700 Use when a task needs the judgment of a Purchasing Agent — cutting a purchase order against the correct procurement method, running an RFQ/RFP and scoring the quotes, applying dollar-threshold rules (micro-purchase, simplified acquisition, sole-source) to a specific buy, reconciling a three-way match discrepancy between PO/receipt/invoice, or catching split-purchase and maverick-spend patterns before they become audit findings. https://domainexperts.dev/roles/hr-specialist/ https://domainexperts.dev/roles/hr-specialist/ Mon, 06 Jul 2026 22:37:56 +0700 Use when a task needs the judgment of an HR specialist/HR generalist — determining FMLA or leave eligibility, running the ADA interactive process, maintaining I-9 and personnel-file compliance, administering benefits enrollment, designing a new-hire onboarding sequence, or handling an EEOC charge or background-check adverse action notice. Distinct from hr-people-manager (owns comp/leveling/termination judgment calls and org design) and technical-recruiter (owns sourcing through offer close) — this role owns the compliance-and-operations ground floor: the paperwork, deadlines, and recordkeeping that, done wrong, create legal exposure regardless of how good the people decisions above it are. https://domainexperts.dev/roles/game-designer/ https://domainexperts.dev/roles/game-designer/ Mon, 06 Jul 2026 22:26:11 +0700 Use when a task needs senior game-designer judgment for 2D mobile puzzle games — tuning a level's difficulty against retention and monetization data, designing or auditing a live-ops level pipeline and cadence, architecting a monetization mechanic against the core loop, diagnosing why a specific level is churning or under-converting players, or scoping a new feature/platform port before it ships. https://domainexperts.dev/roles/child-family-social-worker/ https://domainexperts.dev/roles/child-family-social-worker/ Mon, 06 Jul 2026 21:36:45 +0700 Use when a task needs the judgment of a Child, Family, and School Social Worker — distinguishing an immediate child-safety determination from a longer-term risk assessment, deciding whether an in-home safety plan can control an identified danger versus removal being required, building a safety plan with specific and verifiable (not vague) elements, documenting a case contemporaneously and factually for a court-involved record, or engaging a family's specific context and strengths rather than a generic checklist. https://domainexperts.dev/roles/school-career-counselor/ https://domainexperts.dev/roles/school-career-counselor/ Mon, 06 Jul 2026 21:28:24 +0700 Use when a task needs the judgment of a School (Educational, Guidance, and Career) Counselor — stating the limits of confidentiality to a student before a substantive disclosure, triaging whether a student's presenting issue fits brief school-based support or needs an outside clinical referral, applying a mandated-reporting threshold without weighing it against rapport concerns, reasoning through the multi-year consequences of a course/track placement decision, or defending counseling time against non-counseling duty creep using caseload and ASCA-model data. https://domainexperts.dev/roles/marriage-family-therapist/ https://domainexperts.dev/roles/marriage-family-therapist/ Mon, 06 Jul 2026 21:15:07 +0700 Use when a task needs the judgment of a Marriage and Family Therapist — establishing a no-secrets policy before starting individual/collateral sessions within couples or family work, screening for intimate partner violence individually before proceeding with conjoint therapy, reframing a family's presenting problem (e.g. "our teenager is the problem") into a systemic assessment, maintaining multipartiality across family members, or designing a treatment plan that targets the relational pattern rather than only the identified patient. https://domainexperts.dev/roles/probation-officer/ https://domainexperts.dev/roles/probation-officer/ Mon, 06 Jul 2026 21:08:21 +0700 Use when a task needs the judgment of a Probation Officer or Correctional Treatment Specialist — setting supervision intensity to match a validated risk assessment score rather than offense type alone, classifying a violation as technical vs. new offense and choosing a graduated sanction instead of defaulting to revocation, prioritizing case plan interventions around the specific criminogenic needs an assessment identifies, documenting a case-specific override of an actuarial risk tool's recommendation, or writing a factually balanced presentence investigation report. https://domainexperts.dev/roles/substance-abuse-counselor/ https://domainexperts.dev/roles/substance-abuse-counselor/ Mon, 06 Jul 2026 21:02:00 +0700 Use when a task needs the judgment of a Substance Abuse and Behavioral Disorder Counselor — classifying a use event as a lapse, relapse, or genuine treatment failure and choosing the corresponding clinical response, walking through ASAM (or equivalent) dimensions to justify a level-of-care decision, coordinating with a prescriber on medication-assisted treatment, building an individualized relapse prevention plan tied to a client's specific triggers, or managing a disclosure of substance use disorder treatment information under 42 CFR Part 2. https://domainexperts.dev/roles/title-examiner/ https://domainexperts.dev/roles/title-examiner/ Mon, 06 Jul 2026 20:56:16 +0700 Use when a task needs the judgment of a Title Examiner, Abstractor, or Searcher — tracing an unbroken chain of title back to the required search period, classifying a title defect as curable, insurable-with-exception, or fatal, verifying whether a same-name judgment or lien actually attaches to the subject property, determining priority between competing claims under a race/notice/race-notice recording statute, or producing a title commitment listing required curative actions and exceptions. https://domainexperts.dev/roles/judge/ https://domainexperts.dev/roles/judge/ Mon, 06 Jul 2026 20:52:11 +0700 Use when a task needs the judgment of a Judge, Magistrate Judge, or Magistrate — ruling on an evidentiary objection or motion in real time versus deferring it for fuller consideration, deciding whether to recuse under an appearance-of-impartiality standard, individualizing a criminal sentence against the required statutory factors instead of applying a guideline range mechanically, balancing docket/case-management pressure against a party's due process right to be heard, or choosing pattern versus improvised jury instruction language on a contested legal point. https://domainexperts.dev/roles/administrative-law-judge/ https://domainexperts.dev/roles/administrative-law-judge/ Mon, 06 Jul 2026 20:42:22 +0700 Use when a task needs the judgment of an Administrative Law Judge, Adjudicator, or Hearing Officer — applying a mandatory sequential/structured evaluation framework in required order, weighing conflicting medical or vocational opinion evidence using specific regulatory factors, writing findings that explicitly address significant contrary evidence in the record, drafting a credibility/consistency finding tied to specific record citations, or checking whether a draft decision would survive substantial-evidence review. https://domainexperts.dev/roles/judicial-law-clerk/ https://domainexperts.dev/roles/judicial-law-clerk/ Mon, 06 Jul 2026 20:37:46 +0700 Use when a task needs the judgment of a Judicial Law Clerk — drafting a bench memo or draft opinion that steelmans both sides before recommending an outcome, identifying the controlling standard of review before analyzing the merits, verifying that cited authority is still good law, flagging an unresolved circuit split rather than resolving it unprompted, or screening a new case assignment for a recusal/conflict issue. https://domainexperts.dev/roles/brownfield-redevelopment-specialist/ https://domainexperts.dev/roles/brownfield-redevelopment-specialist/ Mon, 06 Jul 2026 20:25:00 +0700 Use when a task needs the judgment of a Brownfield Redevelopment Specialist and Site Manager — confirming landowner liability protections (BFPP/AAI) before a contaminated-site acquisition closes, matching a cleanup standard to the actual reuse plan instead of defaulting to the most conservative one, sequencing a brownfield funding stack (EPA grants, state VCP, tax credits) by eligibility dependency, or deciding whether an institutional control/deed restriction needs disclosure to a lender or buyer. https://domainexperts.dev/roles/wind-energy-development-manager/ https://domainexperts.dev/roles/wind-energy-development-manager/ Mon, 06 Jul 2026 19:34:12 +0700 Use when a task needs the judgment of a Wind Energy Development Manager — sequencing land control, interconnection, permitting, and offtake gates to kill an unviable project at the cheapest stage, stress-testing project economics against an interconnection cost-allocation study, deciding whether to proceed to detailed permitting/engineering spend, negotiating land option terms against a realistic development timeline, or tracking tax-credit safe-harbor deadlines against the procurement schedule. https://domainexperts.dev/roles/wind-energy-operations-manager/ https://domainexperts.dev/roles/wind-energy-operations-manager/ Mon, 06 Jul 2026 19:30:06 +0700 Use when a task needs the judgment of a Wind Energy Operations Manager — decomposing a production shortfall into curtailment vs. availability vs. wind-resource causes, deciding whether a component failure falls under OEM warranty/service-agreement scope, triaging SCADA/condition-monitoring alerts against a spare-parts and dispatch plan, evaluating O&M spend against diminishing-returns availability targets, or reconciling curtailment events against PPA compensation terms. https://domainexperts.dev/roles/spa-manager/ https://domainexperts.dev/roles/spa-manager/ Mon, 06 Jul 2026 19:25:47 +0700 Use when a task needs the judgment of a Spa Manager — deciding whether a revenue shortfall is a demand problem or a scheduling/room-hour utilization problem, standardizing the service menu against treatment-room turnover, setting or enforcing a no-show/cancellation policy, classifying therapists as employees vs. independent contractors, or sizing a retail-attach-rate improvement against new hiring. https://domainexperts.dev/roles/funeral-home-manager/ https://domainexperts.dev/roles/funeral-home-manager/ Mon, 06 Jul 2026 19:22:12 +0700 Use when a task needs the judgment of a Funeral Home Manager — running a General Price List (GPL) and FTC Funeral Rule compliant arrangement conference, structuring a guaranteed vs. non-guaranteed preneed contract, deciding cash-advance item markup disclosure, modeling break-even case volume against a rising cremation mix, or staffing licensed-director coverage for after-hours first call. https://domainexperts.dev/roles/loss-prevention-manager/ https://domainexperts.dev/roles/loss-prevention-manager/ Mon, 06 Jul 2026 19:17:51 +0700 Use when a task needs the judgment of a Loss Prevention Manager — decomposing a shrink number into external/internal/administrative/vendor causes, triaging exception-based-reporting (EBR) flags into an investigation, deciding whether a shoplifting or refund-fraud case meets the evidentiary bar for apprehension, investigating suspected employee theft or collusion, or building the case for loss-prevention technology/staffing spend against measured ROI. https://domainexperts.dev/roles/regulatory-affairs-manager/ https://domainexperts.dev/roles/regulatory-affairs-manager/ Mon, 06 Jul 2026 19:10:24 +0700 Use when a task needs the judgment of a Regulatory Affairs Manager — choosing a product's regulatory pathway (510(k) vs. De Novo vs. PMA, or EU MDR conformity route), selecting or challenging a predicate device, mapping label claims to required evidence, deciding whether a post-approval design change needs a new submission, or building the regulatory-strategy timeline/cost tradeoff for a launch decision. https://domainexperts.dev/roles/compliance-manager/ https://domainexperts.dev/roles/compliance-manager/ Mon, 06 Jul 2026 19:03:39 +0700 Use when a task needs the judgment of a Compliance Manager — sizing and defending a compliance program's headcount/budget, deciding build-vs-buy on monitoring or case-management technology, choosing a centralized-vs-embedded staffing model, translating a new regulatory obligation into a costed resourcing ask, or reporting program coverage to executives/the board. https://domainexperts.dev/roles/full-stack-developer/ https://domainexperts.dev/roles/full-stack-developer/ Mon, 06 Jul 2026 18:31:50 +0700 Use when a task needs the judgment of a full-stack developer — shipping a feature end to end across UI, API, and database; designing the client/server contract; choosing a rendering strategy (SSR/CSR/SSG); diagnosing whether a slow page is network, render, or query; or deciding where a piece of state should live. https://domainexperts.dev/roles/mediator/ https://domainexperts.dev/roles/mediator/ Mon, 06 Jul 2026 18:09:06 +0700 Use when a task needs the judgment of a professional mediator or arbitrator — structuring a mediation agenda and caucus sequence, testing a party's BATNA/WATNA against their stated position, breaking an impasse with a bracket or mediator's proposal, deciding whether a dispute suits mediation vs. binding arbitration, or drafting an enforceable settlement term sheet or arbitration award. https://domainexperts.dev/roles/paralegal/ https://domainexperts.dev/roles/paralegal/ Mon, 06 Jul 2026 18:09:06 +0700 Use when a task needs the judgment of a paralegal — drafting and organizing discovery responses and privilege logs, calendaring litigation deadlines and statutes of limitations, preparing trial exhibit and witness binders, cite-checking briefs to Bluebook form, or triaging document-review batches for e-discovery. https://domainexperts.dev/roles/paramedic/ https://domainexperts.dev/roles/paramedic/ Mon, 06 Jul 2026 18:09:06 +0700 Use when a task needs the judgment of a paramedic — triaging multiple patients at a mass-casualty scene, deciding on-scene airway/breathing/circulation interventions under protocol, choosing trauma-center vs. community-hospital transport destination, recognizing decompensation before the vitals collapse, or structuring a handoff report to the receiving team. https://domainexperts.dev/roles/real-estate-broker/ https://domainexperts.dev/roles/real-estate-broker/ Mon, 06 Jul 2026 18:09:06 +0700 Use when a task needs the judgment of a Real Estate Broker — pricing a listing with a comparative market analysis (CMA), drafting or negotiating a listing or buyer-representation agreement, structuring an offer with contingencies or an escalation clause, advising on appraisal-gap risk, or reconciling competing offers in a multiple-offer negotiation. https://domainexperts.dev/roles/sales-engineer/ https://domainexperts.dev/roles/sales-engineer/ Mon, 06 Jul 2026 18:09:06 +0700 Use when a task needs sales-engineer judgment — scoping a proof-of-concept with measurable success criteria, running a technical discovery call and qualifying deal fit, building or presenting a competitive-bake-off demo, answering an RFP's technical sections, or writing a technical-win exit report that hands off to closing. https://domainexperts.dev/roles/actuary/ https://domainexperts.dev/roles/actuary/ Mon, 06 Jul 2026 07:53:08 +0700 Use when a task needs the judgment of an Actuary — estimating unpaid claim reserves with chain-ladder or Bornhuetter-Ferguson methods, building or reviewing a rate indication from loss experience, applying credibility weighting to thin or volatile data, drafting a statement of actuarial opinion, or diagnosing whether a reserve or pricing assumption has stopped matching reality. https://domainexperts.dev/roles/budget-analyst/ https://domainexperts.dev/roles/budget-analyst/ Mon, 06 Jul 2026 07:53:08 +0700 Use when a task needs the judgment of a Budget Analyst — reviewing a department's budget request or decision package for a new program, building or reconciling a budget-to-actual variance report, phasing costs for a new facility or position against its real start date, or advising on reserve/fund-balance adequacy ahead of a budget cycle. https://domainexperts.dev/roles/database-administrator/ https://domainexperts.dev/roles/database-administrator/ Mon, 06 Jul 2026 07:53:08 +0700 Use when a task needs senior database-administrator judgment — diagnosing replication lag or a stalled query, sizing a connection pool or index, planning a schema migration on a live table, running backup/restore and failover drills, or triaging a production incident traced to the database. https://domainexperts.dev/roles/penetration-tester/ https://domainexperts.dev/roles/penetration-tester/ Mon, 06 Jul 2026 07:53:08 +0700 Use when a task needs the judgment of a penetration tester — scoping a pentest and drafting rules of engagement, triaging automated scanner output into confirmed findings, chaining low/medium findings into a real attack path, scoring findings with CVSS base and environmental metrics, or writing a client-facing report that survives a developer's "prove it" pushback. https://domainexperts.dev/roles/personal-financial-advisor/ https://domainexperts.dev/roles/personal-financial-advisor/ Mon, 06 Jul 2026 07:53:08 +0700 Use when a task needs the judgment of a personal financial advisor — building a retirement income plan, evaluating a Social Security claiming strategy, structuring a tax-loss harvesting and asset-location plan, drafting an Investment Policy Statement, or stress-testing a plan against sequence-of-returns and longevity risk. https://domainexperts.dev/roles/electrician/ https://domainexperts.dev/roles/electrician/ Mon, 06 Jul 2026 03:42:45 +0700 Use when a task needs the judgment of an Electrician — sizing a service panel upgrade with an NEC load calculation, troubleshooting a tripping breaker or dead circuit systematically, checking wire gauge/ampacity and voltage drop for a circuit run, resolving a code-vs-inspector interpretation dispute, or deciding when a job (aluminum wiring, knob-and-tube, undersized service) exceeds the immediate scope. https://domainexperts.dev/roles/graphic-designer/ https://domainexperts.dev/roles/graphic-designer/ Mon, 06 Jul 2026 03:42:45 +0700 Use when a task needs the judgment of a Graphic Designer — designing or critiquing a logo/brand identity system, writing brand guidelines that others will apply, choosing a typographic scale and pairing, evaluating a color palette for legibility and contrast (not just aesthetics), or preparing a print or digital production file (CMYK build, bleed, resolution). https://domainexperts.dev/roles/high-school-teacher/ https://domainexperts.dev/roles/high-school-teacher/ Mon, 06 Jul 2026 03:42:45 +0700 Use when a task needs the judgment of a Secondary School Teacher — backward-designing a unit from a standard, distinguishing formative from summative assessment design, differentiating instruction for a mixed-ability classroom, running a classroom behavior escalation ladder, or defending a grade against a parent dispute with rubric-anchored evidence. https://domainexperts.dev/roles/mechanical-engineer/ https://domainexperts.dev/roles/mechanical-engineer/ Mon, 06 Jul 2026 03:42:45 +0700 Use when a task needs the judgment of a Mechanical Engineer — interpreting FEA stress results for fatigue vs. yield risk, selecting a factor of safety by load-case criticality, choosing between materials on strength-to-weight and manufacturability tradeoffs, running a tolerance stack-up on an assembly, or reviewing a CAD design for manufacturability before release to production. https://domainexperts.dev/roles/mental-health-counselor/ https://domainexperts.dev/roles/mental-health-counselor/ Mon, 06 Jul 2026 03:42:45 +0700 Use when a task needs the judgment of a Mental Health Counselor — running a suicide risk assessment and safety plan, choosing between CBT/DBT/MI for a presenting problem, deciding whether a case needs a level-of-care step-up (IOP/inpatient) or a psychiatry referral, writing a defensible progress note, or navigating a duty-to-warn situation. https://domainexperts.dev/roles/bookkeeping-accounting-clerk/ https://domainexperts.dev/roles/bookkeeping-accounting-clerk/ Mon, 06 Jul 2026 02:10:58 +0700 Use when a task needs the judgment of a Bookkeeping, Accounting, and Auditing Clerk — reconciling a bank or credit card account, resolving an AP three-way-match discrepancy before payment, coding an expense to the correct account and department, tracing a general ledger discrepancy to root cause, or running a month-end close checklist. https://domainexperts.dev/roles/civil-engineer/ https://domainexperts.dev/roles/civil-engineer/ Mon, 06 Jul 2026 02:10:58 +0700 Use when a task needs the judgment of a Civil Engineer — sizing stormwater detention/drainage systems, checking foundation bearing capacity against a geotechnical report, verifying IBC/ASCE 7 code compliance for site civil work, reviewing construction RFIs against stamped drawings, or evaluating value-engineering changes for safety-margin impact. https://domainexperts.dev/roles/firefighter/ https://domainexperts.dev/roles/firefighter/ Mon, 06 Jul 2026 02:10:58 +0700 Use when a task needs the judgment of a Firefighter — sizing up a structure fire on arrival and calling offensive/defensive/transitional strategy, sequencing search-and-rescue against fire attack, budgeting SCBA air for an interior task, coordinating ventilation timing with an attack line, or handling a mayday/firefighter-down declaration. https://domainexperts.dev/roles/police-patrol-officer/ https://domainexperts.dev/roles/police-patrol-officer/ Mon, 06 Jul 2026 02:10:58 +0700 Use when a task needs the judgment of a Police and Sheriff's Patrol Officer — deciding whether force is objectively reasonable under Graham v. Connor, escalating a stop from reasonable suspicion to probable cause, positioning and approaching a domestic disturbance or traffic stop safely, writing an incident report that survives cross-examination, or prioritizing conflicting radio traffic on an active call. https://domainexperts.dev/roles/registered-nurse/ https://domainexperts.dev/roles/registered-nurse/ Mon, 06 Jul 2026 02:10:58 +0700 Use when a task needs the judgment of a Registered Nurse — recognizing early clinical deterioration from vital-sign trends, prioritizing a multi-patient assignment by acuity, escalating a change in patient condition to a physician (SBAR), applying medication-safety checks under time pressure, or delegating tasks to techs/CNAs within their scope. https://domainexperts.dev/roles/computer-systems-analyst/ https://domainexperts.dev/roles/computer-systems-analyst/ Mon, 06 Jul 2026 01:57:29 +0700 Use when a task needs the judgment of a Computer Systems Analyst — running requirements elicitation and gap analysis against a target system, writing a feasibility study for a build-vs-buy-vs-customize decision, designing a system integration approach (point-to-point vs middleware vs API-led), scoping data-migration risk before a cutover, or choosing between phased and big-bang implementation strategies. https://domainexperts.dev/roles/information-security-analyst/ https://domainexperts.dev/roles/information-security-analyst/ Mon, 06 Jul 2026 01:57:29 +0700 Use when a task needs the judgment of an Information Security Analyst — triaging and investigating a security alert or suspected intrusion, designing or tuning detection rules and access controls, running incident response through containment/eradication/recovery, prioritizing a vulnerability-patching backlog, or reconstructing an attack timeline across compromised hosts. https://domainexperts.dev/roles/insurance-underwriter/ https://domainexperts.dev/roles/insurance-underwriter/ Mon, 06 Jul 2026 01:57:29 +0700 Use when a task needs the judgment of an Insurance Underwriter — pricing a commercial property & casualty renewal with exposure-based rating, deciding a deductible vs. SIR structure, assessing whether a risk's modeled catastrophe exposure needs facultative reinsurance, writing a referral memo for a risk outside binding authority, or reconciling a loss ratio into an indicated rate change. https://domainexperts.dev/roles/management-analyst/ https://domainexperts.dev/roles/management-analyst/ Mon, 06 Jul 2026 01:57:29 +0700 Use when a task needs the judgment of a Management Analyst — sizing a cost-reduction target and building the FTE/spend bridge to hit it, redesigning span of control and org layers, running a shared-services consolidation or build-vs-buy study, mapping a broken cross-functional process before recommending a fix, or reconciling an executive's headcount-cut mandate against what's actually achievable. https://domainexperts.dev/roles/meeting-event-planner/ https://domainexperts.dev/roles/meeting-event-planner/ Mon, 06 Jul 2026 01:57:29 +0700 Use when a task needs the judgment of a Meeting, Convention, and Event Planner — negotiating a hotel/venue contract (room block, attrition, F&B minimum), running a competitive venue RFP, reconciling a post-event master bill against contract minimums, building an on-site run-of-show and contingency plan, or sizing an event budget per attendee. https://domainexperts.dev/roles/compliance-officer/ https://domainexperts.dev/roles/compliance-officer/ Mon, 06 Jul 2026 01:47:19 +0700 Use when a task needs the judgment of a Compliance Officer — deciding whether a suspected violation triggers a mandatory regulatory filing or disclosure, designing or risk-rating a compliance monitoring program, running a violation investigation to root cause, briefing a board/audit committee on compliance findings, or responding to a regulatory exam finding. https://domainexperts.dev/roles/cost-estimator/ https://domainexperts.dev/roles/cost-estimator/ Mon, 06 Jul 2026 01:47:19 +0700 Use when a task needs the judgment of a Cost Estimator — building a conceptual (Class 5) budget from a napkin sketch, developing a hard-bid estimate from complete construction documents, leveling subcontractor bids before award, making a bid/no-bid call on an RFP, or reconciling a design-development estimate against an owner's target budget. https://domainexperts.dev/roles/emergency-management-director/ https://domainexperts.dev/roles/emergency-management-director/ Mon, 06 Jul 2026 01:47:19 +0700 Use when a task needs the judgment of an Emergency Management Director — activating and staffing an EOC for a developing hazard, sequencing a disaster declaration and FEMA Public Assistance/Individual Assistance request, sizing shelter and resource needs against real population and capacity numbers, designing or critiquing a tabletop exercise, or writing an after-action report and improvement plan. https://domainexperts.dev/roles/logistician/ https://domainexperts.dev/roles/logistician/ Mon, 06 Jul 2026 01:47:19 +0700 Use when a task needs the judgment of a Logistician — sizing safety stock and reorder points for a SKU-location, choosing a transportation mode or shipment frequency on a specific lane, evaluating a distribution-network or DC-count change, reconciling a demand forecast into an inventory plan, or diagnosing why a service-level or freight-cost number moved. https://domainexperts.dev/roles/social-community-service-manager/ https://domainexperts.dev/roles/social-community-service-manager/ Mon, 06 Jul 2026 01:47:19 +0700 Use when a task needs the judgment of a Social and Community Service Manager — evaluating a new grant against mission fit and true cost, reconciling a braided funding budget across restricted and unrestricted sources, setting or defending caseload ratios against funder-required staffing, responding to a funder outcome-reporting requirement (e.g. HUD APR), or deciding how to close an indirect-cost recovery gap. https://domainexperts.dev/roles/clinical-research-coordinator/ https://domainexperts.dev/roles/clinical-research-coordinator/ Mon, 06 Jul 2026 01:29:39 +0700 Use when a task needs the judgment of a Clinical Research Coordinator — managing patient recruitment/enrollment against a trial's screen-fail rate, handling a protocol deviation, tracking informed consent and regulatory documentation, or coordinating a multi-visit study schedule against patient retention risk. https://domainexperts.dev/roles/natural-sciences-manager/ https://domainexperts.dev/roles/natural-sciences-manager/ Mon, 06 Jul 2026 01:29:39 +0700 Use when a task needs the judgment of a Natural Sciences Manager (R&D lab director, science department head) — allocating research budget/headcount across competing projects, deciding whether to kill or continue a research program, evaluating a grant/publication strategy tradeoff, or managing the tension between scientific rigor and delivery deadlines. https://domainexperts.dev/roles/postmaster-mail-superintendent/ https://domainexperts.dev/roles/postmaster-mail-superintendent/ Mon, 06 Jul 2026 01:29:39 +0700 Use when a task needs the judgment of a Postmaster or Mail Superintendent — managing a post office/mail processing facility's delivery-point growth and route planning, diagnosing a service performance (on-time delivery) shortfall, handling a mail security or chain-of-custody incident, or balancing seasonal volume surges against staffing. https://domainexperts.dev/roles/property-real-estate-manager/ https://domainexperts.dev/roles/property-real-estate-manager/ Mon, 06 Jul 2026 01:29:39 +0700 Use when a task needs the judgment of a Property/Real Estate/Community Association Manager — setting rent against vacancy/market data, evaluating a capital improvement vs. deferred maintenance tradeoff, handling a tenant dispute or eviction decision, managing an HOA/community association reserve fund, or deciding on a vendor/maintenance contract. https://domainexperts.dev/roles/water-resource-specialist/ https://domainexperts.dev/roles/water-resource-specialist/ Mon, 06 Jul 2026 01:29:39 +0700 Use when a task needs the judgment of a Water Resource Specialist — allocating water rights/supply across competing uses, evaluating a drought contingency or conservation program, assessing a water quality or supply-reliability risk, or balancing environmental flow requirements against municipal/agricultural demand. https://domainexperts.dev/roles/entertainment-recreation-manager/ https://domainexperts.dev/roles/entertainment-recreation-manager/ Mon, 06 Jul 2026 01:18:29 +0700 Use when a task needs the judgment of an Entertainment and Recreation Manager (theme park, arena, recreation facility, tour operation) — planning attraction/facility capacity against attendance forecasts, evaluating a guest safety or ride-operations decision, pricing admission/season-pass programs, or managing seasonal staffing and weather-driven demand swings. https://domainexperts.dev/roles/food-service-manager/ https://domainexperts.dev/roles/food-service-manager/ Mon, 06 Jul 2026 01:18:29 +0700 Use when a task needs the judgment of a Food Service Manager — pricing a menu against food cost targets, managing labor scheduling against sales forecasts, diagnosing a food cost or waste variance, handling a health-inspection or food-safety issue, or deciding whether to 86 an item or adjust a supplier. https://domainexperts.dev/roles/gambling-manager/ https://domainexperts.dev/roles/gambling-manager/ Mon, 06 Jul 2026 01:18:29 +0700 Use when a task needs the judgment of a Gambling/Gaming Manager — managing table game or slot floor operations, evaluating a hold percentage variance, handling a suspected advantage play or cheating incident, ensuring regulatory/AML compliance, or deciding on comp/credit extension to a player. https://domainexperts.dev/roles/lodging-manager/ https://domainexperts.dev/roles/lodging-manager/ Mon, 06 Jul 2026 01:18:29 +0700 Use when a task needs the judgment of a Lodging/Hotel Manager — setting room rates against occupancy forecast (revenue management), evaluating overbooking risk, diagnosing a RevPAR or ADR variance, managing a guest service recovery situation, or balancing housekeeping/labor cost against occupancy swings. https://domainexperts.dev/roles/medical-health-services-manager/ https://domainexperts.dev/roles/medical-health-services-manager/ Mon, 06 Jul 2026 01:18:29 +0700 Use when a task needs the judgment of a Medical and Health Services Manager (practice manager, clinical department administrator, hospital unit manager) — managing clinical staffing against patient volume, evaluating a billing/reimbursement or denial-rate problem, handling a patient safety or compliance incident, or balancing quality metrics against cost pressure. Distinct from a physician's clinical-reasoning role — this one manages the operational and administrative system clinicians work within. https://domainexperts.dev/roles/architectural-engineering-manager/ https://domainexperts.dev/roles/architectural-engineering-manager/ Mon, 06 Jul 2026 01:03:51 +0700 Use when a task needs the judgment of an Architecture/Engineering firm or department manager — pricing a project fee (lump sum vs. hourly vs. % of construction cost), staffing a project against backlog, evaluating scope creep on a fixed-fee job, managing professional liability exposure, or deciding whether to pursue a project given current utilization. https://domainexperts.dev/roles/biofuels-biodiesel-technology-manager/ https://domainexperts.dev/roles/biofuels-biodiesel-technology-manager/ Mon, 06 Jul 2026 01:03:51 +0700 Use when a task needs the judgment of a Biofuels/Biodiesel Technology and Product Development Manager — deciding whether a lab/bench-scale process is ready to scale up, evaluating feedstock flexibility tradeoffs in process design, pricing a technology's value against regulatory credit pathways (RFS RIN, LCFS CI score), or managing IP strategy for a novel conversion process. Distinct from biofuels-production-manager, which runs an existing operating facility — this role owns R&D and commercialization of new or improved process technology. https://domainexperts.dev/roles/education-administrator-k12/ https://domainexperts.dev/roles/education-administrator-k12/ Mon, 06 Jul 2026 00:57:03 +0700 Use when a task needs the judgment of a K-12 Education Administrator (principal/assistant principal/district administrator) — making a school-level policy or resource-allocation decision, handling a discipline or safety incident, evaluating a curriculum or staffing decision, or balancing competing demands from teachers, parents, students, and district requirements. https://domainexperts.dev/roles/education-administrator-other/ https://domainexperts.dev/roles/education-administrator-other/ Mon, 06 Jul 2026 00:57:03 +0700 Use when a task needs the judgment of an education administrator in a non-traditional setting — adult/continuing education, vocational or trade school, corporate/organizational training department, or other education programs outside standard K-12 or degree-granting postsecondary institutions. Covers the O*NET "Education Administrators, All Other" catch-all. https://domainexperts.dev/roles/education-administrator-postsecondary/ https://domainexperts.dev/roles/education-administrator-postsecondary/ Mon, 06 Jul 2026 00:57:03 +0700 Use when a task needs the judgment of a Postsecondary Education Administrator (dean, department chair, provost-level, or program director) — making a program/curriculum decision, managing faculty and enrollment/budget tradeoffs, evaluating an accreditation or academic policy issue, or balancing academic mission against institutional financial sustainability. https://domainexperts.dev/roles/agricultural-manager/ https://domainexperts.dev/roles/agricultural-manager/ Mon, 06 Jul 2026 00:51:26 +0700 Use when a task needs the judgment of a Farmer, Rancher, or other Agricultural Manager — deciding a planting/breeding mix or acreage shift under price and weather uncertainty, sizing a hedge or crop-insurance coverage level, running break-even and diversification scenarios before a capital or input commitment, or evaluating land/herd management practices against long-term productive capacity. https://domainexperts.dev/roles/compensation-benefits-manager/ https://domainexperts.dev/roles/compensation-benefits-manager/ Mon, 06 Jul 2026 00:51:26 +0700 Use when a task needs the judgment of a Compensation and Benefits Manager — designing or evaluating a pay structure/leveling system, benchmarking compensation against market, deciding on a benefits package tradeoff, or auditing for pay equity issues. Narrower and more specialized than the broader hr-people-manager role's compensation-adjacent heuristics. https://domainexperts.dev/roles/construction-manager/ https://domainexperts.dev/roles/construction-manager/ Mon, 06 Jul 2026 00:51:26 +0700 Use when a task needs the judgment of a Construction Manager — planning or sequencing a construction project, evaluating a schedule/cost tradeoff, managing subcontractors and site safety, or responding to an unexpected site condition or delay. https://domainexperts.dev/roles/education-childcare-administrator-preschool/ https://domainexperts.dev/roles/education-childcare-administrator-preschool/ Mon, 06 Jul 2026 00:51:26 +0700 Use when a task needs the judgment of an Education and Childcare Administrator for Preschool/Daycare settings — running a preschool or childcare center's operations, evaluating a curriculum or staffing decision, handling a licensing/regulatory compliance issue, or balancing enrollment/financial sustainability against program quality. https://domainexperts.dev/roles/training-development-manager/ https://domainexperts.dev/roles/training-development-manager/ Mon, 06 Jul 2026 00:51:26 +0700 Use when a task needs the judgment of a Training and Development Manager — designing a learning/training program, evaluating whether training is the right solution to a performance gap, measuring training effectiveness, or allocating a learning and development budget. https://domainexperts.dev/roles/biomass-power-plant-manager/ https://domainexperts.dev/roles/biomass-power-plant-manager/ Mon, 06 Jul 2026 00:45:38 +0700 Use when a task needs the judgment of a Biomass Power Plant Manager — running a biomass-fired power generation facility, managing fuel supply logistics and quality variability, evaluating combustion/efficiency problems, or balancing generation output against fuel cost and emissions constraints. https://domainexperts.dev/roles/hydroelectric-production-manager/ https://domainexperts.dev/roles/hydroelectric-production-manager/ Mon, 06 Jul 2026 00:45:38 +0700 Use when a task needs the judgment of a Hydroelectric Production Manager — running a hydroelectric power facility, managing water resource allocation and reservoir levels, evaluating dam safety and equipment maintenance decisions, or balancing generation output against competing water uses (irrigation, flood control, ecological flow). https://domainexperts.dev/roles/purchasing-manager/ https://domainexperts.dev/roles/purchasing-manager/ Mon, 06 Jul 2026 00:45:38 +0700 Use when a task needs the judgment of a Purchasing Manager — negotiating a supplier contract, evaluating a sourcing decision (single vs. multi-source), managing supplier performance and risk, or deciding how to balance cost savings against supply continuity. https://domainexperts.dev/roles/supply-chain-manager/ https://domainexperts.dev/roles/supply-chain-manager/ Mon, 06 Jul 2026 00:45:38 +0700 Use when a task needs the judgment of a Supply Chain Manager — designing or evaluating an end-to-end supply chain strategy, balancing efficiency against resilience, managing demand/supply planning, or deciding how to respond to a supply chain disruption. Broader, more strategic scope than transportation-storage-distribution-manager's physical execution focus or purchasing-manager's sourcing/negotiation focus. https://domainexperts.dev/roles/transportation-storage-distribution-manager/ https://domainexperts.dev/roles/transportation-storage-distribution-manager/ Mon, 06 Jul 2026 00:45:38 +0700 Use when a task needs the judgment of a Transportation, Storage, and Distribution Manager — planning warehouse/distribution network operations, evaluating a carrier or logistics vendor decision, managing inventory flow across a distribution network, or diagnosing a fulfillment/delivery performance problem. Broader logistics-network focus than supply-chain-manager's end-to-end strategic scope. https://domainexperts.dev/roles/biofuels-production-manager/ https://domainexperts.dev/roles/biofuels-production-manager/ Mon, 06 Jul 2026 00:41:18 +0700 Use when a task needs the judgment of a Biofuels Production Manager — running a biofuel production facility (ethanol, biodiesel, renewable diesel), managing feedstock supply and quality variability, evaluating a yield or efficiency problem, or balancing production economics against commodity price swings. https://domainexperts.dev/roles/geothermal-production-manager/ https://domainexperts.dev/roles/geothermal-production-manager/ Mon, 06 Jul 2026 00:41:18 +0700 Use when a task needs the judgment of a Geothermal Production Manager — running a geothermal power plant or well field's daily operations, managing reservoir output decline, evaluating a well workover or drilling decision, or balancing production rate against long-term reservoir sustainability. https://domainexperts.dev/roles/industrial-production-manager/ https://domainexperts.dev/roles/industrial-production-manager/ Mon, 06 Jul 2026 00:41:18 +0700 Use when a task needs the judgment of an Industrial Production Manager — running a manufacturing plant/production line, diagnosing a throughput or quality problem, planning capacity and staffing against demand, or evaluating a process change or capital investment on the production floor. https://domainexperts.dev/roles/investment-fund-manager/ https://domainexperts.dev/roles/investment-fund-manager/ Mon, 06 Jul 2026 00:41:18 +0700 Use when a task needs the judgment of an Investment Fund Manager — making or evaluating a portfolio allocation decision, assessing a fund's risk exposure, deciding on a buy/sell/hold call, or communicating fund performance and strategy to investors/limited partners. https://domainexperts.dev/roles/quality-control-systems-manager/ https://domainexperts.dev/roles/quality-control-systems-manager/ Mon, 06 Jul 2026 00:41:18 +0700 Use when a task needs the judgment of a Quality Control Systems Manager — designing or auditing a quality management system, investigating a defect/non-conformance, deciding whether a product batch should ship, or evaluating a supplier's quality capability. Narrower than industrial-production-manager's broader production-floor scope — this role owns the quality function and its systems specifically. https://domainexperts.dev/roles/computer-information-systems-manager/ https://domainexperts.dev/roles/computer-information-systems-manager/ Mon, 06 Jul 2026 00:37:10 +0700 Use when a task needs the judgment of a Computer and Information Systems Manager (IT Manager/Director/CIO-adjacent) — planning IT infrastructure and systems strategy, evaluating a technology vendor or platform decision, allocating an IT budget, or managing IT risk (security, uptime, technical debt) at an organizational level. Broader than the devops-sre or software-engineer roles — this one owns IT as a business function, not a specific engineering discipline. https://domainexperts.dev/roles/facilities-manager/ https://domainexperts.dev/roles/facilities-manager/ Mon, 06 Jul 2026 00:37:10 +0700 Use when a task needs the judgment of a Facilities Manager — planning building/space maintenance and capital projects, evaluating a facilities vendor or contractor, responding to a building system failure, or deciding how to allocate a facilities budget across maintenance, safety, and capacity needs. https://domainexperts.dev/roles/financial-manager/ https://domainexperts.dev/roles/financial-manager/ Mon, 06 Jul 2026 00:37:10 +0700 Use when a task needs CFO-level judgment — capital structure and funding decisions, cash runway and liquidity management, financial risk oversight, board/investor reporting, or pricing the financial consequences of a strategic choice before it's made. Broader than financial-analyst (builds the models) or accountant-controller (closes the books) — this role owns the finance function's direction and the company's financial survivability. https://domainexperts.dev/roles/security-manager/ https://domainexperts.dev/roles/security-manager/ Mon, 06 Jul 2026 00:37:10 +0700 Use when a task needs the judgment of a (physical/corporate) Security Manager — designing physical access controls, assessing a facility or event's security risk, responding to a security incident, or deciding how to allocate a security budget across prevention, detection, and response. Distinct from a cybersecurity/information-security role — this one covers physical and personnel security. https://domainexperts.dev/roles/treasurer-controller/ https://domainexperts.dev/roles/treasurer-controller/ Mon, 06 Jul 2026 00:37:10 +0700 Use when a task needs the judgment of a senior Treasurer or Controller overseeing an organization's cash/liquidity management and financial reporting function at an executive level — managing banking relationships and liquidity, overseeing the close and external audit process, or making a treasury policy decision (investment of cash, hedging, debt covenants). More senior/strategic than accountant-controller's day-to-day close and controls focus. https://domainexperts.dev/roles/administrative-services-manager/ https://domainexperts.dev/roles/administrative-services-manager/ Mon, 06 Jul 2026 00:30:29 +0700 Use when a task needs the judgment of an Administrative Services Manager — evaluating a vendor contract on total cost of ownership rather than price, right-sizing a facilities/admin budget against actual utilization, anticipating where an operational process breaks at the org's next size milestone, or diagnosing why internal operational support is failing a growing organization. https://domainexperts.dev/roles/fundraising-manager/ https://domainexperts.dev/roles/fundraising-manager/ Mon, 06 Jul 2026 00:30:29 +0700 Use when a task needs the judgment of a Fundraising Manager (nonprofit development) — planning a fundraising campaign, cultivating and soliciting a major donor, evaluating a grant opportunity, or deciding how to allocate fundraising effort across donor segments. https://domainexperts.dev/roles/marketing-manager/ https://domainexperts.dev/roles/marketing-manager/ Mon, 06 Jul 2026 00:30:29 +0700 Use when a task needs the judgment of a Marketing Manager — running a marketing team/function, allocating budget across programs, approving campaign plans, or reporting marketing performance to leadership. Broader operational/managerial counterpart to the marketing-strategist role, which focuses on positioning and channel strategy specifically. https://domainexperts.dev/roles/public-relations-manager/ https://domainexperts.dev/roles/public-relations-manager/ Mon, 06 Jul 2026 00:30:29 +0700 Use when a task needs the judgment of a Public Relations Manager — shaping how an organization is perceived by media and the public, handling a press inquiry, preparing crisis communications, or deciding what and how to disclose in a sensitive situation. https://domainexperts.dev/roles/sales-manager/ https://domainexperts.dev/roles/sales-manager/ Mon, 06 Jul 2026 00:30:29 +0700 Use when a task needs the judgment of a Sales Manager — coaching and managing a sales team, setting or evaluating quota/territory design, running pipeline reviews, or diagnosing why a team is missing its number. Broader team-management counterpart to the sales-account-executive role, which focuses on individual deal execution. https://domainexperts.dev/roles/advertising-promotions-manager/ https://domainexperts.dev/roles/advertising-promotions-manager/ Mon, 06 Jul 2026 00:19:52 +0700 Use when a task needs the judgment of an Advertising and Promotions Manager — building a media plan backward from an objective and budget, briefing or evaluating creative against a brief, negotiating with agencies/media vendors, sanity-checking vendor-reported attribution, or reading a post-campaign debrief to separate delivery performance from response performance. https://domainexperts.dev/roles/chief-executive/ https://domainexperts.dev/roles/chief-executive/ Mon, 06 Jul 2026 00:19:52 +0700 Use when a task needs the judgment of a CEO/chief executive — setting company strategy, allocating scarce resources (capital, headcount, attention) across competing priorities, making a call that only the top of the org can make, or communicating direction to the board, investors, or the whole company. https://domainexperts.dev/roles/chief-sustainability-officer/ https://domainexperts.dev/roles/chief-sustainability-officer/ Mon, 06 Jul 2026 00:19:52 +0700 Use when a task needs the judgment of a Chief Sustainability Officer — evaluating an environmental/social initiative's business case, responding to ESG disclosure or regulatory requirements, assessing greenwashing risk, or prioritizing sustainability investments against their actual impact and cost. https://domainexperts.dev/roles/general-operations-manager/ https://domainexperts.dev/roles/general-operations-manager/ Mon, 06 Jul 2026 00:19:52 +0700 Use when a task needs the judgment of a General/Operations Manager — coordinating multiple departments toward shared execution, diagnosing why cross-functional work is stalling, allocating resources across competing operational priorities, or improving how an organization actually runs day to day. https://domainexperts.dev/roles/legislator/ https://domainexperts.dev/roles/legislator/ Mon, 06 Jul 2026 00:19:52 +0700 Use when a task needs to model the reasoning process of an elected legislator — evaluating a bill's tradeoffs, weighing constituent interests against broader policy effects, navigating a vote under incomplete information, or understanding how legislative compromise and coalition-building actually work. This models process and reasoning, not any specific political ideology or party position. https://domainexperts.dev/roles/accountant-controller/ https://domainexperts.dev/roles/accountant-controller/ Mon, 06 Jul 2026 00:07:56 +0700 Use when a task needs the judgment of an accountant/financial controller — closing the books on a fixed calendar, resolving a bank or account reconciliation variance, evaluating a revenue-recognition or substance-over-form question, designing or testing an internal control, or triaging a discrepancy in financial records before it reaches the auditors. https://domainexperts.dev/roles/customer-success-manager/ https://domainexperts.dev/roles/customer-success-manager/ Mon, 06 Jul 2026 00:07:56 +0700 Use when a task needs the judgment of a Customer Success Manager — driving product adoption after the sale, assessing renewal/churn risk, handling an at-risk account, or deciding how to prioritize limited attention across a book of accounts. https://domainexperts.dev/roles/devops-sre/ https://domainexperts.dev/roles/devops-sre/ Mon, 06 Jul 2026 00:07:56 +0700 Use when a task needs the judgment of a DevOps/Site Reliability Engineer — designing deployment pipelines, setting SLOs/error budgets, responding to or reviewing an incident, or making infrastructure/reliability tradeoffs. Distinct from a backend software engineer role — this one owns the system's operational health across all services, not one service's feature code. https://domainexperts.dev/roles/physician-clinical-reasoning/ https://domainexperts.dev/roles/physician-clinical-reasoning/ Mon, 06 Jul 2026 00:07:56 +0700 Use when a task needs the judgment and diagnostic reasoning process of a physician — working through a differential diagnosis, evaluating clinical evidence, or reasoning about diagnostic uncertainty. This is a reasoning-process reference, NOT a substitute for a licensed physician, and must never be used to give an actual person medical advice, a diagnosis, or a treatment recommendation. https://domainexperts.dev/roles/technical-recruiter/ https://domainexperts.dev/roles/technical-recruiter/ Mon, 06 Jul 2026 00:07:56 +0700 Use when a task needs the judgment of a technical recruiter/talent acquisition partner — sourcing candidates, screening resumes, structuring an interview process, evaluating a candidate against a role, or closing an offer. Distinct from an HR/people manager role — this one owns getting the right person hired, not managing them afterward. https://domainexperts.dev/roles/data-scientist/ https://domainexperts.dev/roles/data-scientist/ Sun, 05 Jul 2026 23:57:26 +0700 Use when a task needs senior data-scientist judgment — designing or reading out an experiment, investigating a metric move, deciding whether a causal claim holds, or judging whether a model or analysis actually supports the decision it's being used for. https://domainexperts.dev/roles/hr-people-manager/ https://domainexperts.dev/roles/hr-people-manager/ Sun, 05 Jul 2026 23:57:26 +0700 Use when a task needs the judgment of an HR/people manager — handling a performance issue, designing compensation or leveling decisions, resolving a workplace conflict, structuring a hiring process, or navigating an org design/headcount decision. https://domainexperts.dev/roles/lawyer-contracts/ https://domainexperts.dev/roles/lawyer-contracts/ Sun, 05 Jul 2026 23:57:26 +0700 Use when a task needs the judgment of a senior commercial contracts attorney — reviewing or redlining agreements (MSAs, SaaS, licensing, vendor, distribution), spotting where the real risk allocation lives, choosing negotiation positions and fallbacks, or translating legal exposure into business terms. US commercial law default (state common law + UCC Article 2). A reasoning aid, not legal advice. https://domainexperts.dev/roles/marketing-strategist/ https://domainexperts.dev/roles/marketing-strategist/ Sun, 05 Jul 2026 23:57:26 +0700 Use when a task needs senior marketing-strategist judgment — positioning a product, choosing and pruning channels, splitting budget across brand and performance, evaluating campaign ideas, or diagnosing why demand or CAC has gone sideways. https://domainexperts.dev/roles/sales-account-executive/ https://domainexperts.dev/roles/sales-account-executive/ Sun, 05 Jul 2026 23:57:26 +0700 Use when a task needs the judgment of a B2B sales account executive — qualifying a deal, handling objections, negotiating terms, forecasting pipeline, or deciding whether/how to pursue an opportunity. https://domainexperts.dev/roles/financial-analyst/ https://domainexperts.dev/roles/financial-analyst/ Sun, 05 Jul 2026 23:51:12 +0700 Use when a task needs the judgment of a corporate/investment financial analyst — building or reviewing financial models, evaluating whether a business decision makes financial sense, interpreting financial statements, or assessing an investment/budget tradeoff. https://domainexperts.dev/roles/product-manager/ https://domainexperts.dev/roles/product-manager/ Sun, 05 Jul 2026 23:51:12 +0700 Use when a task needs senior product-manager judgment — prioritizing between features with real tradeoffs, writing PRDs and decision docs, translating stakeholder requests into problems, killing underperforming features, or deciding what not to build. https://domainexperts.dev/roles/software-engineer/ https://domainexperts.dev/roles/software-engineer/ Sun, 05 Jul 2026 23:51:12 +0700 Use when a task needs the judgment of a senior backend software engineer — designing systems, reviewing code for correctness/reliability/maintainability, making build-vs-buy or architecture tradeoffs, or debugging production issues under real constraints (not toy-problem correctness). https://domainexperts.dev/roles/ux-designer/ https://domainexperts.dev/roles/ux-designer/ Sun, 05 Jul 2026 23:51:12 +0700 Use when a task needs the judgment of a UX/product designer — evaluating or designing an interface, flow, or interaction, critiquing usability, or resolving tradeoffs between simplicity, flexibility, and business goals in a product's design.