# Domain Experts

> Open source library of job-role definitions — the decision thresholds, trade-off rules and failure modes of real practitioners, structured as SKILL.md files any AI agent can load and reason from.

Each role below is a page at `/roles/<slug>/`; the underlying SKILL.md and its `references/` live in the GitHub repo. Roles are US-baseline, with jurisdiction overlays noted per role.

To load one into an agent rather than read it: `npx domain-experts add <slug>`, or `npx domain-experts match "<task>"` to find the right slug first. `npx domain-experts init <slug>` also installs the router skill and the `/domain-expert` command.

## Start here

- [Role index](https://domainexperts.dev/): all roles, searchable by name and category.
- [README](https://github.com/wonsukchoi/domain-experts/blob/main/README.md): what a role contains and why prompting for one is not equivalent.
- [Authoring spec](https://github.com/wonsukchoi/domain-experts/blob/main/AUTHORING.md): the v2 structure every new role follows.
- [Contributing](https://github.com/wonsukchoi/domain-experts/blob/main/CONTRIBUTING.md): how to add or upgrade a role.

## Design

- [Animator](https://domainexperts.dev/roles/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…
- [Architect](https://domainexperts.dev/roles/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…
- [Art Director](https://domainexperts.dev/roles/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…
- [Commercial Industrial Designer](https://domainexperts.dev/roles/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…
- [Costume Designer](https://domainexperts.dev/roles/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…
- [Craft Artist](https://domainexperts.dev/roles/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…
- [Desktop Publisher](https://domainexperts.dev/roles/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…
- [Fashion Designer](https://domainexperts.dev/roles/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…
- [Fine Artist](https://domainexperts.dev/roles/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…
- [Floral Designer](https://domainexperts.dev/roles/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…
- [Game Designer](https://domainexperts.dev/roles/game-designer/): 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…
- [Graphic Designer](https://domainexperts.dev/roles/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…
- [Interior Designer](https://domainexperts.dev/roles/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…
- [Photographer](https://domainexperts.dev/roles/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…
- [Set Exhibit Designer](https://domainexperts.dev/roles/set-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…
- [Storyboard Artist](https://domainexperts.dev/roles/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…
- [Ux Designer](https://domainexperts.dev/roles/ux-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.

## Engineering

- [Acoustical Engineer](https://domainexperts.dev/roles/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…
- [Adhesive Bonding Machine Operator](https://domainexperts.dev/roles/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…
- [Aerospace Engineer](https://domainexperts.dev/roles/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…
- [Aerospace Engineering Technician](https://domainexperts.dev/roles/aerospace-engineering-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…
- [Agricultural Engineer](https://domainexperts.dev/roles/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…
- [Application Security Engineer](https://domainexperts.dev/roles/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…
- [Architectural Civil Drafter](https://domainexperts.dev/roles/architectural-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…
- [Architectural Engineering Manager](https://domainexperts.dev/roles/architectural-engineering-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…
- [Automotive Engineer](https://domainexperts.dev/roles/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…
- [Automotive Engineering Technician](https://domainexperts.dev/roles/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…
- [Biofuels Biodiesel Technology Manager](https://domainexperts.dev/roles/biofuels-biodiesel-technology-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…
- [Blockchain Engineer](https://domainexperts.dev/roles/blockchain-engineer/): applying the checks-effects-interactions pattern to prevent a reentrancy exploit, auditing a privileged/administrative function for missing access control, designing a…
- [Broadcast Technical Director](https://domainexperts.dev/roles/broadcast-technical-director/): 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…
- [Broadcast Technician](https://domainexperts.dev/roles/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…
- [Business Intelligence Analyst](https://domainexperts.dev/roles/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…
- [Calibration Technician](https://domainexperts.dev/roles/calibration-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…
- [Cartographer Photogrammetrist](https://domainexperts.dev/roles/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…
- [Chemical Engineer](https://domainexperts.dev/roles/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…
- [Chemical Plant Operator](https://domainexperts.dev/roles/chemical-plant-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…
- [Chief Technology Officer](https://domainexperts.dev/roles/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…
- [Civil Engineer](https://domainexperts.dev/roles/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…
- [Civil Engineering Technician](https://domainexperts.dev/roles/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…
- [Cnc Programmer](https://domainexperts.dev/roles/cnc-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…
- [Coating Painting Spraying Machine Operator](https://domainexperts.dev/roles/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…
- [Computer Hardware Engineer](https://domainexperts.dev/roles/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…
- [Computer Information Research Scientist](https://domainexperts.dev/roles/computer-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…
- [Computer Information Systems Manager](https://domainexperts.dev/roles/computer-information-systems-manager/): planning IT infrastructure and systems strategy, evaluating a technology vendor or platform decision, allocating an IT budget, or managing IT risk (security, uptime, technical…
- [Computer Programmer](https://domainexperts.dev/roles/computer-programmer/): 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…
- [Computer Systems Analyst](https://domainexperts.dev/roles/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…
- [Computer Systems Engineer Architect](https://domainexperts.dev/roles/computer-systems-engineer-architect/): 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…
- [Computer User Support Specialist](https://domainexperts.dev/roles/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…
- [Cooling Freezing Equipment Operator](https://domainexperts.dev/roles/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…
- [Crushing Grinding Machine Operator](https://domainexperts.dev/roles/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…
- [Cutting Slicing Machine Operator](https://domainexperts.dev/roles/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…
- [Data Engineer](https://domainexperts.dev/roles/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…
- [Data Scientist](https://domainexperts.dev/roles/data-scientist/): 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…
- [Data Warehousing Specialist](https://domainexperts.dev/roles/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…
- [Database Administrator](https://domainexperts.dev/roles/database-administrator/): 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…
- [Database Architect](https://domainexperts.dev/roles/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…
- [Devops Sre](https://domainexperts.dev/roles/devops-sre/): designing deployment pipelines, setting SLOs/error budgets, responding to or reviewing an incident, or making infrastructure/reliability tradeoffs. Distinct from a backend…
- [Digital Forensics Analyst](https://domainexperts.dev/roles/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…
- [Electrical Electronics Drafter](https://domainexperts.dev/roles/electrical-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…
- [Electrical Engineer](https://domainexperts.dev/roles/electrical-engineer/): 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…
- [Electrical Engineering Technician](https://domainexperts.dev/roles/electrical-engineering-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…
- [Electromechanical Technician](https://domainexperts.dev/roles/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…
- [Electronics Engineer](https://domainexperts.dev/roles/electronics-engineer/): 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…
- [Embedded Firmware Engineer](https://domainexperts.dev/roles/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…
- [Energy Engineer](https://domainexperts.dev/roles/energy-engineer/): 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…
- [Environmental Engineer](https://domainexperts.dev/roles/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)…
- [Environmental Engineering Technician](https://domainexperts.dev/roles/environmental-engineering-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…
- [Etcher Engraver](https://domainexperts.dev/roles/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…
- [Extrusion Drawing Machine Operator](https://domainexperts.dev/roles/extrusion-drawing-machine-operator/): calculating actual cross-sectional area reduction for a wire/tube draw pass rather than diameter-based reduction, scheduling intermediate anneals against cumulative area reduction…
- [Fire Protection Engineer](https://domainexperts.dev/roles/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…
- [Food Roasting Drying Machine Operator](https://domainexperts.dev/roles/food-roasting-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…
- [Foundry Mold Coremaker](https://domainexperts.dev/roles/foundry-mold-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…
- [Frontend Engineer](https://domainexperts.dev/roles/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…
- [Fuel Cell Engineer](https://domainexperts.dev/roles/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…
- [Full Stack Developer](https://domainexperts.dev/roles/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…
- [General Engineer](https://domainexperts.dev/roles/general-engineer/): 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…
- [Geodetic Surveyor](https://domainexperts.dev/roles/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…
- [Geological Technician](https://domainexperts.dev/roles/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…
- [Gis Technologist](https://domainexperts.dev/roles/gis-technologist/): reconciling coordinate reference system (CRS) mismatches between datasets before an overlay or area calculation, choosing a projection appropriate to the specific analysis (area…
- [Grinding Machine Operator](https://domainexperts.dev/roles/grinding-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…
- [Health Safety Engineer](https://domainexperts.dev/roles/health-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…
- [Heat Treating Equipment Operator](https://domainexperts.dev/roles/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…
- [Human Factors Engineer](https://domainexperts.dev/roles/human-factors-engineer/): 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…
- [Hydrologic Technician](https://domainexperts.dev/roles/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…
- [Industrial Ecologist](https://domainexperts.dev/roles/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…
- [Industrial Engineer](https://domainexperts.dev/roles/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…
- [Industrial Engineering Technician](https://domainexperts.dev/roles/industrial-engineering-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…
- [Information Security Analyst](https://domainexperts.dev/roles/information-security-analyst/): triaging and investigating a security alert or suspected intrusion, designing or tuning detection rules and access controls, running incident response through…
- [Land Surveyor](https://domainexperts.dev/roles/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…
- [Machinist](https://domainexperts.dev/roles/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…
- [Manufacturing Engineer](https://domainexperts.dev/roles/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…
- [Marine Engineer Naval Architect](https://domainexperts.dev/roles/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…
- [Marine Surveyor](https://domainexperts.dev/roles/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…
- [Materials Engineer](https://domainexperts.dev/roles/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…
- [Materials Scientist](https://domainexperts.dev/roles/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)…
- [Mechanical Drafter](https://domainexperts.dev/roles/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…
- [Mechanical Engineer](https://domainexperts.dev/roles/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…
- [Mechanical Engineering Technician](https://domainexperts.dev/roles/mechanical-engineering-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…
- [Mechatronics Engineer](https://domainexperts.dev/roles/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…
- [Metal Refining Furnace Operator](https://domainexperts.dev/roles/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…
- [Microsystems Engineer](https://domainexperts.dev/roles/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…
- [Mining Geological Engineer](https://domainexperts.dev/roles/mining-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…
- [Mixing Blending Machine Operator](https://domainexperts.dev/roles/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…
- [Ml Engineer](https://domainexperts.dev/roles/ml-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…
- [Mobile Engineer](https://domainexperts.dev/roles/mobile-engineer/): 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…
- [Nanosystems Engineer](https://domainexperts.dev/roles/nanosystems-engineer/): Use when a task needs nanosystems-engineer judgment — choosing a nanofabrication process for a target production volume, diagnosing an ALD or lithography conformality/overlay…
- [Nanotechnology Engineering Technician](https://domainexperts.dev/roles/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…
- [Natural Sciences Manager](https://domainexperts.dev/roles/natural-sciences-manager/): allocating research budget/headcount across competing projects, deciding whether to kill or continue a research program, evaluating a grant/publication strategy tradeoff, or…
- [Network Architect](https://domainexperts.dev/roles/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…
- [Network Support Specialist](https://domainexperts.dev/roles/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…
- [Nuclear Engineer](https://domainexperts.dev/roles/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…
- [Nuclear Monitoring Technician](https://domainexperts.dev/roles/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…
- [Nuclear Power Reactor Operator](https://domainexperts.dev/roles/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…
- [Nuclear Technician](https://domainexperts.dev/roles/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…
- [Packaging Filling Machine Operator](https://domainexperts.dev/roles/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…
- [Penetration Tester](https://domainexperts.dev/roles/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…
- [Petroleum Engineer](https://domainexperts.dev/roles/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…
- [Photonics Engineer](https://domainexperts.dev/roles/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…
- [Photonics Technician](https://domainexperts.dev/roles/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…
- [Platform Engineer](https://domainexperts.dev/roles/platform-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…
- [Plating Machine Operator](https://domainexperts.dev/roles/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…
- [Power Plant Operator](https://domainexperts.dev/roles/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…
- [Remote Sensing Scientist](https://domainexperts.dev/roles/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…
- [Remote Sensing Technician](https://domainexperts.dev/roles/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…
- [Rfid Device Specialist](https://domainexperts.dev/roles/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…
- [Robotics Engineer](https://domainexperts.dev/roles/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…
- [Separation Still Machine Operator](https://domainexperts.dev/roles/separation-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…
- [Software Engineer](https://domainexperts.dev/roles/software-engineer/): designing systems, reviewing code for correctness/reliability/maintainability, making build-vs-buy or architecture tradeoffs, or debugging production issues under real constraints…
- [Software Qa Analyst](https://domainexperts.dev/roles/software-qa-analyst/): 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)…
- [Solar Energy Systems Engineer](https://domainexperts.dev/roles/solar-energy-systems-engineer/): 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…
- [Stationary Engineer Boiler Operator](https://domainexperts.dev/roles/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…
- [Structural Metal Fabricator](https://domainexperts.dev/roles/structural-metal-fabricator/): 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…
- [Surveying Mapping Technician](https://domainexperts.dev/roles/surveying-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…
- [Synthetic Fiber Extrusion Operator](https://domainexperts.dev/roles/synthetic-fiber-extrusion-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…
- [Telecommunications Engineering Specialist](https://domainexperts.dev/roles/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…
- [Textile Dyeing Machine Operator](https://domainexperts.dev/roles/textile-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…
- [Tire Builder](https://domainexperts.dev/roles/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…
- [Tool Die Maker](https://domainexperts.dev/roles/tool-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…
- [Transportation Engineer](https://domainexperts.dev/roles/transportation-engineer/): running an HCM capacity/level-of-service analysis for a signalized or unsignalized intersection, checking stopping/intersection sight distance against AASHTO Green Book standards…
- [Validation Engineer](https://domainexperts.dev/roles/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…
- [Water Resource Specialist](https://domainexperts.dev/roles/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…
- [Water Wastewater Engineer](https://domainexperts.dev/roles/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…
- [Web Administrator](https://domainexperts.dev/roles/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…
- [Welder](https://domainexperts.dev/roles/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…
- [Welding Engineer](https://domainexperts.dev/roles/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)…
- [Wind Energy Development Manager](https://domainexperts.dev/roles/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…
- [Wind Energy Engineer](https://domainexperts.dev/roles/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…
- [Wind Energy Operations Manager](https://domainexperts.dev/roles/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…

## Finance

- [Accountant Controller](https://domainexperts.dev/roles/accountant-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…
- [Actuary](https://domainexperts.dev/roles/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…
- [Auto Damage Appraiser](https://domainexperts.dev/roles/auto-damage-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…
- [Bill Account Collector](https://domainexperts.dev/roles/bill-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…
- [Billing Posting Clerk](https://domainexperts.dev/roles/billing-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…
- [Bookkeeping Accounting Clerk](https://domainexperts.dev/roles/bookkeeping-accounting-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…
- [Brokerage Clerk](https://domainexperts.dev/roles/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…
- [Budget Analyst](https://domainexperts.dev/roles/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…
- [Central Bank Governor](https://domainexperts.dev/roles/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…
- [Claims Adjuster](https://domainexperts.dev/roles/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…
- [Credit Analyst](https://domainexperts.dev/roles/credit-analyst/): spreading financial statements and computing leverage/coverage ratios, writing a commercial credit memo, assigning or recommending an internal risk rating, structuring covenants…
- [Credit Authorizer Checker Clerk](https://domainexperts.dev/roles/credit-authorizer-checker-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…
- [Credit Counselor](https://domainexperts.dev/roles/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…
- [Financial Analyst](https://domainexperts.dev/roles/financial-analyst/): building or reviewing financial models, evaluating whether a business decision makes financial sense, interpreting financial statements, or assessing an investment/budget tradeoff.
- [Financial Examiner](https://domainexperts.dev/roles/financial-examiner/): calculating risk-based capital ratios against well-capitalized thresholds, independently classifying a loan (Pass/Special Mention/Substandard/Doubtful/Loss) rather than accepting…
- [Financial Manager](https://domainexperts.dev/roles/financial-manager/): 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…
- [Financial Quantitative Analyst](https://domainexperts.dev/roles/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…
- [Financial Risk Specialist](https://domainexperts.dev/roles/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…
- [Gambling Cage Worker](https://domainexperts.dev/roles/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…
- [Insurance Underwriter](https://domainexperts.dev/roles/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…
- [Investment Fund Manager](https://domainexperts.dev/roles/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…
- [Loan Interviewer Clerk](https://domainexperts.dev/roles/loan-interviewer-clerk/): verifying a loan application's document completeness against investor guidelines, tracking and clearing underwriting conditions, sourcing a large deposit or gap in employment…
- [Loan Officer](https://domainexperts.dev/roles/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…
- [New Accounts Clerk](https://domainexperts.dev/roles/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…
- [Payroll Timekeeping Clerk](https://domainexperts.dev/roles/payroll-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…
- [Pension Scheme Manager](https://domainexperts.dev/roles/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…
- [Personal Financial Advisor](https://domainexperts.dev/roles/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…
- [Personal Property Appraiser](https://domainexperts.dev/roles/personal-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…
- [Property Developer](https://domainexperts.dev/roles/property-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…
- [Real Estate Appraiser](https://domainexperts.dev/roles/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…
- [Securities Sales Agent](https://domainexperts.dev/roles/securities-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…
- [Sportsbook Writer](https://domainexperts.dev/roles/sportsbook-writer/): 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…
- [Tax Preparer](https://domainexperts.dev/roles/tax-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…
- [Teller](https://domainexperts.dev/roles/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…
- [Treasurer Controller](https://domainexperts.dev/roles/treasurer-controller/): managing banking relationships and liquidity, overseeing the close and external audit process, or making a treasury policy decision (investment of cash, hedging, debt covenants).…

## Healthcare

- [Acupuncturist](https://domainexperts.dev/roles/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…
- [Acute Care Nurse](https://domainexperts.dev/roles/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…
- [Allergist Immunologist](https://domainexperts.dev/roles/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…
- [Anesthesiologist](https://domainexperts.dev/roles/anesthesiologist/): building a preoperative anesthesia plan and risk stratification, choosing general vs. regional technique and airway strategy, managing an intraoperative crisis (difficult airway…
- [Anesthesiologist Assistant](https://domainexperts.dev/roles/anesthesiologist-assistant/): building and executing an intraoperative anesthetic plan under a directing anesthesiologist, reading a vital-sign trend for anesthesia-specific emergencies (malignant…
- [Art Therapist](https://domainexperts.dev/roles/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…
- [Athletic Trainer](https://domainexperts.dev/roles/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…
- [Audiologist](https://domainexperts.dev/roles/audiologist/): interpreting an audiogram to classify hearing-loss type and severity, deciding whether a conductive component warrants an ENT referral before amplification, verifying a…
- [Biochemist](https://domainexperts.dev/roles/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…
- [Bioinformatics Scientist](https://domainexperts.dev/roles/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…
- [Bioinformatics Technician](https://domainexperts.dev/roles/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…
- [Biological Technician](https://domainexperts.dev/roles/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…
- [Biomedical Engineer](https://domainexperts.dev/roles/biomedical-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…
- [Biostatistician](https://domainexperts.dev/roles/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…
- [Cardiologist](https://domainexperts.dev/roles/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…
- [Cardiovascular Technologist](https://domainexperts.dev/roles/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…
- [Chiropractor](https://domainexperts.dev/roles/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…
- [Clinical Counseling Psychologist](https://domainexperts.dev/roles/clinical-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.…
- [Clinical Data Manager](https://domainexperts.dev/roles/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 Neuropsychologist](https://domainexperts.dev/roles/clinical-neuropsychologist/): building a neuropsychological battery to localize a brain-behavior deficit, adjudicating performance validity before interpreting any cognitive score, distinguishing a dementia…
- [Clinical Nurse Specialist](https://domainexperts.dev/roles/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…
- [Clinical Research Coordinator](https://domainexperts.dev/roles/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…
- [Community Health Worker](https://domainexperts.dev/roles/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…
- [Critical Care Nurse](https://domainexperts.dev/roles/critical-care-nurse/): 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…
- [Cytogenetic Technologist](https://domainexperts.dev/roles/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…
- [Cytotechnologist](https://domainexperts.dev/roles/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)…
- [Dental Assistant](https://domainexperts.dev/roles/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…
- [Dental Hygienist](https://domainexperts.dev/roles/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…
- [Dental Laboratory Technician](https://domainexperts.dev/roles/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…
- [Dentist General](https://domainexperts.dev/roles/dentist-general/): 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…
- [Dermatologist](https://domainexperts.dev/roles/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…
- [Diagnostic Medical Sonographer](https://domainexperts.dev/roles/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…
- [Dietetic Technician](https://domainexperts.dev/roles/dietetic-technician/): 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…
- [Dietitian Nutritionist](https://domainexperts.dev/roles/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…
- [Direct Entry Midwife](https://domainexperts.dev/roles/direct-entry-midwife/): 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…
- [Dispensing Optician](https://domainexperts.dev/roles/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…
- [Embalmer](https://domainexperts.dev/roles/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…
- [Emergency Medical Technician](https://domainexperts.dev/roles/emergency-medical-technician/): deciding whether a chest-pain patient gets aspirin under protocol, dosing an epinephrine auto-injector for anaphylaxis and knowing when to repeat it, applying…
- [Emergency Medicine Physician](https://domainexperts.dev/roles/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…
- [Endoscopy Technician](https://domainexperts.dev/roles/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…
- [Environmental Health Specialist](https://domainexperts.dev/roles/environmental-health-specialist/): classifying a food-establishment temperature violation as critical vs. priority-foundation, determining pool closure and hyperchlorination protocol after a fecal/vomit incident…
- [Epidemiologist](https://domainexperts.dev/roles/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…
- [Exercise Physiologist](https://domainexperts.dev/roles/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…
- [Exercise Trainer](https://domainexperts.dev/roles/exercise-trainer/): 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…
- [Family Physician](https://domainexperts.dev/roles/family-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…
- [Fitness Wellness Coordinator](https://domainexperts.dev/roles/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…
- [Funeral Attendant](https://domainexperts.dev/roles/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…
- [Genetic Counselor](https://domainexperts.dev/roles/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…
- [Geneticist](https://domainexperts.dev/roles/geneticist/): classifying a genetic variant's pathogenicity (ACMG/AMP criteria), interpreting a family pedigree for inheritance pattern and recurrence risk, evaluating whether a genotype…
- [Health Education Specialist](https://domainexperts.dev/roles/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…
- [Health Informatics Specialist](https://domainexperts.dev/roles/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…
- [Health Information Manager](https://domainexperts.dev/roles/health-information-manager/): 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…
- [Healthcare Social Worker](https://domainexperts.dev/roles/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…
- [Hearing Aid Specialist](https://domainexperts.dev/roles/hearing-aid-specialist/): 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…
- [Histology Technician](https://domainexperts.dev/roles/histology-technician/): 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…
- [Histotechnologist](https://domainexperts.dev/roles/histotechnologist/): deciding a fixation, processing, or decalcification protocol for a specimen, troubleshooting a microtomy or staining artifact, triaging turnaround-time pressure against…
- [Home Health Aide](https://domainexperts.dev/roles/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…
- [Hospitalist](https://domainexperts.dev/roles/hospitalist/): deciding inpatient vs. observation admission status, triaging a differential during rounds, building or revising a discharge plan, or structuring a shift handoff.
- [Licensed Practical Nurse](https://domainexperts.dev/roles/licensed-practical-nurse/): 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…
- [Marriage Family Therapist](https://domainexperts.dev/roles/marriage-family-therapist/): establishing a no-secrets policy before starting individual/collateral sessions within couples or family work, screening for intimate partner violence individually before…
- [Massage Therapist](https://domainexperts.dev/roles/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…
- [Medical Appliance Technician](https://domainexperts.dev/roles/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…
- [Medical Assistant](https://domainexperts.dev/roles/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…
- [Medical Dosimetrist](https://domainexperts.dev/roles/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…
- [Medical Health Services Manager](https://domainexperts.dev/roles/medical-health-services-manager/): managing clinical staffing against patient volume, evaluating a billing/reimbursement or denial-rate problem, handling a patient safety or compliance incident, or balancing…
- [Medical Laboratory Scientist](https://domainexperts.dev/roles/medical-laboratory-scientist/): 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…
- [Medical Laboratory Technician](https://domainexperts.dev/roles/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…
- [Medical Records Specialist](https://domainexperts.dev/roles/medical-records-specialist/): 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…
- [Medical Scientist](https://domainexperts.dev/roles/medical-scientist/): 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…
- [Medical Secretary](https://domainexperts.dev/roles/medical-secretary/): triaging a scheduling request by clinical urgency, timing an insurance-eligibility re-verification, working backward from an appointment date to set a prior-authorization…
- [Medical Transcriptionist](https://domainexperts.dev/roles/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…
- [Mental Health Counselor](https://domainexperts.dev/roles/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…
- [Mental Health Substance Abuse Social Worker](https://domainexperts.dev/roles/mental-health-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…
- [Microbiologist](https://domainexperts.dev/roles/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…
- [Molecular Cellular Biologist](https://domainexperts.dev/roles/molecular-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…
- [Mortician Funeral Arranger](https://domainexperts.dev/roles/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…
- [Mri Technologist](https://domainexperts.dev/roles/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…
- [Music Therapist](https://domainexperts.dev/roles/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…
- [Naturopathic Physician](https://domainexperts.dev/roles/naturopathic-physician/): sequencing a treatment plan through the therapeutic order, checking a botanical/supplement against a patient's existing pharmaceuticals for interactions, deciding what falls…
- [Neurodiagnostic Technologist](https://domainexperts.dev/roles/neurodiagnostic-technologist/): running or troubleshooting a routine or ambulatory EEG, distinguishing artifact from a real epileptiform or ictal pattern, recognizing nonconvulsive status epilepticus on…
- [Neurologist](https://domainexperts.dev/roles/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…
- [Neuropsychologist](https://domainexperts.dev/roles/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…
- [Nuclear Medicine Technologist](https://domainexperts.dev/roles/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…
- [Nurse Anesthetist](https://domainexperts.dev/roles/nurse-anesthetist/): planning an anesthetic technique for a specific patient and procedure, working a difficult-airway or intraoperative crisis (malignant hyperthermia, local anesthetic systemic…
- [Nurse Midwife](https://domainexperts.dev/roles/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…
- [Nurse Practitioner](https://domainexperts.dev/roles/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…
- [Nursing Assistant](https://domainexperts.dev/roles/nursing-assistant/): 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…
- [Nursing Professor](https://domainexperts.dev/roles/nursing-professor/): 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…
- [Obstetrician Gynecologist](https://domainexperts.dev/roles/obstetrician-gynecologist/): triaging an obstetric complaint by gestational age and urgency, deciding whether a gynecologic finding (adnexal mass, abnormal bleeding, abnormal cytology) stays in general…
- [Occupational Therapist](https://domainexperts.dev/roles/occupational-therapist/): assessing activities-of-daily-living (ADL) independence after injury or illness, recommending adaptive equipment or home modifications, selecting a cognitive-rehabilitation…
- [Occupational Therapy Aide](https://domainexperts.dev/roles/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…
- [Occupational Therapy Assistant](https://domainexperts.dev/roles/occupational-therapy-assistant/): 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…
- [Ophthalmic Laboratory Technician](https://domainexperts.dev/roles/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…
- [Ophthalmic Medical Technologist](https://domainexperts.dev/roles/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…
- [Ophthalmic Technician](https://domainexperts.dev/roles/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…
- [Ophthalmologist](https://domainexperts.dev/roles/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…
- [Optometrist](https://domainexperts.dev/roles/optometrist/): determining a refractive correction, evaluating intraocular pressure and optic-nerve findings for glaucoma risk, triaging a red or symptomatic eye for urgent referral, fitting…
- [Oral Maxillofacial Surgeon](https://domainexperts.dev/roles/oral-maxillofacial-surgeon/): scoring extraction/impaction difficulty, evaluating nerve-injury risk from a panoramic radiograph, selecting an anesthesia/sedation level for office-based surgery, planning…
- [Orderly](https://domainexperts.dev/roles/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…
- [Orthodontist](https://domainexperts.dev/roles/orthodontist/): classifying a malocclusion, running a space analysis to decide extraction vs non-extraction, timing growth-modification treatment in a growing patient, selecting appliance…
- [Orthopedic Surgeon](https://domainexperts.dev/roles/orthopedic-surgeon/): classifying a fracture and choosing fixation vs arthroplasty, sequencing trauma care in a polytrauma patient, selecting VTE prophylaxis and timing for hip fracture or…
- [Orthoptist](https://domainexperts.dev/roles/orthoptist/): quantifying and classifying a strabismus or amblyopia workup, sequencing amblyopia occlusion/penalization therapy and judging whether a plateau is compliance or true treatment…
- [Orthotist Prosthetist](https://domainexperts.dev/roles/orthotist-prosthetist/): 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…
- [Paramedic](https://domainexperts.dev/roles/paramedic/): triaging multiple patients at a mass-casualty scene, deciding on-scene airway/breathing/circulation interventions under protocol, choosing trauma-center vs. community-hospital…
- [Pathologist](https://domainexperts.dev/roles/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…
- [Patient Representative](https://domainexperts.dev/roles/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…
- [Pediatric Surgeon](https://domainexperts.dev/roles/pediatric-surgeon/): triaging bilious vomiting or an acute abdomen in a neonate, deciding operative timing and staged-versus-definitive repair for congenital anomalies (malrotation, gastroschisis…
- [Pediatrician](https://domainexperts.dev/roles/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…
- [Personal Care Aide](https://domainexperts.dev/roles/personal-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…
- [Pharmacist](https://domainexperts.dev/roles/pharmacist/): checking a drug-interaction or contraindication before dispensing, verifying a dose against renal/hepatic-adjusted ranges, evaluating a therapeutic-substitution or formulary swap…
- [Pharmacy Aide](https://domainexperts.dev/roles/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…
- [Pharmacy Technician](https://domainexperts.dev/roles/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…
- [Phlebotomist](https://domainexperts.dev/roles/phlebotomist/): sequencing a multi-tube blood draw in the correct order, deciding whether a specimen meets rejection criteria, working through positive-patient-identification and…
- [Physiatrist](https://domainexperts.dev/roles/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…
- [Physical Therapist](https://domainexperts.dev/roles/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…
- [Physical Therapist Aide](https://domainexperts.dev/roles/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…
- [Physical Therapist Assistant](https://domainexperts.dev/roles/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…
- [Physician Assistant](https://domainexperts.dev/roles/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…
- [Physician Clinical Reasoning](https://domainexperts.dev/roles/physician-clinical-reasoning/): 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…
- [Podiatrist](https://domainexperts.dev/roles/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…
- [Preventive Medicine Physician](https://domainexperts.dev/roles/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…
- [Prosthodontist](https://domainexperts.dev/roles/prosthodontist/): planning a dental-implant case against bone quality and site anatomy, designing a full-mouth reconstruction and setting occlusal vertical dimension, choosing a…
- [Psychiatric Aide](https://domainexperts.dev/roles/psychiatric-aide/): 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…
- [Psychiatric Nurse Practitioner](https://domainexperts.dev/roles/psychiatric-nurse-practitioner/): running a psychiatric intake or med-management visit, choosing or adjusting a psychotropic regimen, screening for bipolar spectrum before starting an antidepressant, stratifying…
- [Psychiatric Technician](https://domainexperts.dev/roles/psychiatric-technician/): 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…
- [Psychiatrist](https://domainexperts.dev/roles/psychiatrist/): building a differential across psychiatric and medical causes, choosing or titrating a psychopharmacologic regimen, assessing suicide/violence risk and disposition, or reasoning…
- [Radiation Therapist](https://domainexperts.dev/roles/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…
- [Radiologic Technologist](https://domainexperts.dev/roles/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…
- [Radiologist](https://domainexperts.dev/roles/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…
- [Recreational Therapist](https://domainexperts.dev/roles/recreational-therapist/): 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…
- [Registered Nurse](https://domainexperts.dev/roles/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)…
- [Regulatory Affairs Specialist](https://domainexperts.dev/roles/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…
- [Rehabilitation Counselor](https://domainexperts.dev/roles/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…
- [Respiratory Therapist](https://domainexperts.dev/roles/respiratory-therapist/): titrating mechanical ventilator settings against ABG and plateau-pressure targets, running and interpreting a spontaneous breathing trial for extubation readiness, titrating…
- [Skincare Specialist](https://domainexperts.dev/roles/skincare-specialist/): assessing Fitzpatrick skin type and current actives before selecting a chemical-peel or exfoliation strength, screening for a contraindication or drug interaction (isotretinoin…
- [Speech Language Pathologist](https://domainexperts.dev/roles/speech-language-pathologist/): screening or interpreting a swallow (dysphagia) evaluation, differentially diagnosing an articulation vs. language-based communication disorder, classifying post-stroke aphasia…
- [Speech Language Pathology Assistant](https://domainexperts.dev/roles/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…
- [Sports Medicine Physician](https://domainexperts.dev/roles/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…
- [Sterile Processing Technician](https://domainexperts.dev/roles/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…
- [Substance Abuse Counselor](https://domainexperts.dev/roles/substance-abuse-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…
- [Surgical Assistant](https://domainexperts.dev/roles/surgical-assistant/): providing retraction and exposure, controlling hemostasis, driving the laparoscopic/robotic camera, harvesting a conduit (saphenous vein, radial artery), closing tissue layers, or…
- [Surgical Technologist](https://domainexperts.dev/roles/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…
- [Urologist](https://domainexperts.dev/roles/urologist/): working up microhematuria or an elevated PSA, deciding active surveillance versus treatment for localized prostate cancer, managing a kidney stone (medical expulsive therapy…
- [Veterinarian](https://domainexperts.dev/roles/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…
- [Veterinary Assistant](https://domainexperts.dev/roles/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…
- [Veterinary Technician](https://domainexperts.dev/roles/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…
- [Vision Rehabilitation Therapist](https://domainexperts.dev/roles/vision-rehabilitation-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…

## Legal

- [Administrative Law Judge](https://domainexperts.dev/roles/administrative-law-judge/): applying a mandatory sequential/structured evaluation framework in required order, weighing conflicting medical or vocational opinion evidence using specific regulatory factors…
- [Compliance Manager](https://domainexperts.dev/roles/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…
- [Compliance Officer](https://domainexperts.dev/roles/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…
- [Coroner](https://domainexperts.dev/roles/coroner/): determining whether a death is reportable/jurisdictional, distinguishing cause of death from manner of death, estimating a postmortem interval from scene findings, deciding…
- [Court Municipal License Clerk](https://domainexperts.dev/roles/court-municipal-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…
- [Court Reporter](https://domainexperts.dev/roles/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…
- [Customs Broker](https://domainexperts.dev/roles/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…
- [Environmental Compliance Inspector](https://domainexperts.dev/roles/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…
- [Equal Opportunity Representative](https://domainexperts.dev/roles/equal-opportunity-representative/): running an adverse-impact analysis on hiring or promotion selection rates, conducting an availability analysis to set affirmative action placement goals, evaluating a…
- [Fraud Examiner](https://domainexperts.dev/roles/fraud-examiner/): establishing predication before opening a formal investigation, running Benford's Law or ratio analysis to generate investigative leads from financial data, sequencing witness…
- [Government Property Inspector](https://domainexperts.dev/roles/government-property-inspector/): reconciling a contractor's government property records against a physical inventory sample, investigating a loss/damage/destruction report for timeliness and completeness…
- [Judge](https://domainexperts.dev/roles/judge/): 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…
- [Judicial Law Clerk](https://domainexperts.dev/roles/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…
- [Lawyer Contracts](https://domainexperts.dev/roles/lawyer-contracts/): reviewing or redlining agreements (MSAs, SaaS, licensing, vendor, distribution), spotting where the real risk allocation lives, choosing negotiation positions and fallbacks, or…
- [Legal Secretary](https://domainexperts.dev/roles/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…
- [Mediator](https://domainexperts.dev/roles/mediator/): 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…
- [Paralegal](https://domainexperts.dev/roles/paralegal/): drafting and organizing discovery responses and privilege logs, calendaring litigation deadlines and statutes of limitations, preparing trial exhibit and witness binders…
- [Probation Officer](https://domainexperts.dev/roles/probation-officer/): 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…
- [Regulatory Affairs Manager](https://domainexperts.dev/roles/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…
- [Tax Revenue Agent](https://domainexperts.dev/roles/tax-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…
- [Title Examiner](https://domainexperts.dev/roles/title-examiner/): 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…

## Marketing

- [Advertising Promotions Manager](https://domainexperts.dev/roles/advertising-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…
- [Marketing Manager](https://domainexperts.dev/roles/marketing-manager/): running a marketing team/function, allocating budget across programs, approving campaign plans, or reporting marketing performance to leadership. Broader operational/managerial…
- [Marketing Strategist](https://domainexperts.dev/roles/marketing-strategist/): Use when a task needs senior marketing-strategist judgment — positioning a product, choosing and pruning channels, splitting budget across brand and performance, evaluating…
- [Merchandise Displayer](https://domainexperts.dev/roles/merchandise-displayer/): 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…
- [Product Demonstrator](https://domainexperts.dev/roles/product-demonstrator/): 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…
- [Public Relations Manager](https://domainexperts.dev/roles/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…
- [Public Relations Specialist](https://domainexperts.dev/roles/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…
- [Search Marketing Strategist](https://domainexperts.dev/roles/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…

## Operations

- [Administrative Services Manager](https://domainexperts.dev/roles/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…
- [Agricultural Equipment Operator](https://domainexperts.dev/roles/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…
- [Agricultural Grader Sorter](https://domainexperts.dev/roles/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…
- [Agricultural Inspector](https://domainexperts.dev/roles/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…
- [Agricultural Manager](https://domainexperts.dev/roles/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…
- [Agricultural Technician](https://domainexperts.dev/roles/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…
- [Air Traffic Controller](https://domainexperts.dev/roles/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…
- [Aircraft Cargo Supervisor](https://domainexperts.dev/roles/aircraft-cargo-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…
- [Aircraft Mechanic](https://domainexperts.dev/roles/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…
- [Aircraft Service Attendant](https://domainexperts.dev/roles/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…
- [Aircraft Structure Assembler](https://domainexperts.dev/roles/aircraft-structure-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…
- [Airfield Operations Specialist](https://domainexperts.dev/roles/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…
- [Airline Pilot](https://domainexperts.dev/roles/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…
- [Ambulance Driver Attendant](https://domainexperts.dev/roles/ambulance-driver-attendant/): deciding emergency-vehicle driving mode, clearing an intersection under lights-and-siren, handling a scheduled inter-facility or discharge transport, securing and lifting a…
- [Amusement Recreation Attendant](https://domainexperts.dev/roles/amusement-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…
- [Animal Breeder](https://domainexperts.dev/roles/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…
- [Audiovisual Equipment Installer](https://domainexperts.dev/roles/audiovisual-equipment-installer/): 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…
- [Auto Body Repairer](https://domainexperts.dev/roles/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…
- [Auto Glass Installer Repairer](https://domainexperts.dev/roles/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…
- [Auto Service Technician](https://domainexperts.dev/roles/auto-service-technician/): 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…
- [Aviation Inspector](https://domainexperts.dev/roles/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…
- [Avionics Technician](https://domainexperts.dev/roles/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…
- [Barista](https://domainexperts.dev/roles/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…
- [Bartender](https://domainexperts.dev/roles/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…
- [Bellhop](https://domainexperts.dev/roles/bellhop/): 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…
- [Bicycle Repairer](https://domainexperts.dev/roles/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…
- [Biofuels Processing Technician](https://domainexperts.dev/roles/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…
- [Biofuels Production Manager](https://domainexperts.dev/roles/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…
- [Biomass Plant Technician](https://domainexperts.dev/roles/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…
- [Biomass Power Plant Manager](https://domainexperts.dev/roles/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…
- [Blaster](https://domainexperts.dev/roles/blaster/): designing a bench or trench blast pattern, checking a shot against vibration/flyrock regulatory limits, sequencing detonator delays, handling a misfire, or reviewing explosives…
- [Boilermaker](https://domainexperts.dev/roles/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…
- [Brewmaster](https://domainexperts.dev/roles/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…
- [Brickmason Blockmason](https://domainexperts.dev/roles/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…
- [Bridge Lock Tender](https://domainexperts.dev/roles/bridge-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…
- [Brownfield Redevelopment Specialist](https://domainexperts.dev/roles/brownfield-redevelopment-specialist/): 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…
- [Business Continuity Planner](https://domainexperts.dev/roles/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…
- [Camera Equipment Repairer](https://domainexperts.dev/roles/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…
- [Cargo Freight Agent](https://domainexperts.dev/roles/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…
- [Cargo Inspector](https://domainexperts.dev/roles/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…
- [Carpenter](https://domainexperts.dev/roles/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…
- [Carpenter Helper](https://domainexperts.dev/roles/carpenter-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…
- [Carpet Installer](https://domainexperts.dev/roles/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…
- [Cashier](https://domainexperts.dev/roles/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…
- [Cement Mason Concrete Finisher](https://domainexperts.dev/roles/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…
- [Ceramic Molder Shaper Caster](https://domainexperts.dev/roles/ceramic-molder-shaper-caster/): 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…
- [Chef Head Cook](https://domainexperts.dev/roles/chef-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…
- [Chemical Equipment Operator](https://domainexperts.dev/roles/chemical-equipment-operator/): 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…
- [Chief Data Officer](https://domainexperts.dev/roles/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…
- [Chief Executive](https://domainexperts.dev/roles/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…
- [Chief Sustainability Officer](https://domainexperts.dev/roles/chief-sustainability-officer/): evaluating an environmental/social initiative's business case, responding to ESG disclosure or regulatory requirements, assessing greenwashing risk, or prioritizing sustainability…
- [Cnc Tool Operator](https://domainexperts.dev/roles/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…
- [Coil Winder Taper Finisher](https://domainexperts.dev/roles/coil-winder-taper-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…
- [Coin Vending Amusement Machine Servicer](https://domainexperts.dev/roles/coin-vending-amusement-machine-servicer/): 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…
- [Commercial Diver](https://domainexperts.dev/roles/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…
- [Commercial Industrial Electronics Repairer](https://domainexperts.dev/roles/commercial-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…
- [Commercial Pilot](https://domainexperts.dev/roles/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…
- [Compensation Benefits Manager](https://domainexperts.dev/roles/compensation-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.…
- [Compensation Benefits Specialist](https://domainexperts.dev/roles/compensation-benefits-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…
- [Computer Atm Office Machine Repairer](https://domainexperts.dev/roles/computer-atm-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…
- [Concierge](https://domainexperts.dev/roles/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…
- [Construction Building Inspector](https://domainexperts.dev/roles/construction-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…
- [Construction Laborer](https://domainexperts.dev/roles/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…
- [Construction Manager](https://domainexperts.dev/roles/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.
- [Construction Painter](https://domainexperts.dev/roles/construction-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…
- [Construction Trades Supervisor](https://domainexperts.dev/roles/construction-trades-supervisor/): 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…
- [Continuous Mining Machine Operator](https://domainexperts.dev/roles/continuous-mining-machine-operator/): 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…
- [Control Valve Installer Repairer](https://domainexperts.dev/roles/control-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…
- [Conveyor Operator](https://domainexperts.dev/roles/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…
- [Correctional Services Manager](https://domainexperts.dev/roles/correctional-services-manager/): 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…
- [Correspondence Clerk](https://domainexperts.dev/roles/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…
- [Cost Estimator](https://domainexperts.dev/roles/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…
- [Courier Messenger](https://domainexperts.dev/roles/courier-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…
- [Crane Tower Operator](https://domainexperts.dev/roles/crane-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…
- [Crematory Operator](https://domainexperts.dev/roles/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…
- [Crop Nursery Farmworker](https://domainexperts.dev/roles/crop-nursery-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…
- [Crossing Guard Flagger](https://domainexperts.dev/roles/crossing-guard-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…
- [Customer Service Representative](https://domainexperts.dev/roles/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…
- [Data Entry Keyer](https://domainexperts.dev/roles/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…
- [Derrick Operator](https://domainexperts.dev/roles/derrick-operator/): 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…
- [Diesel Truck Mechanic](https://domainexperts.dev/roles/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…
- [Dining Room Attendant](https://domainexperts.dev/roles/dining-room-attendant/): 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…
- [Dishwasher](https://domainexperts.dev/roles/dishwasher/): 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…
- [Dispatcher](https://domainexperts.dev/roles/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…
- [Document Management Specialist](https://domainexperts.dev/roles/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…
- [Dragline Operator](https://domainexperts.dev/roles/dragline-operator/): 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…
- [Dredge Operator](https://domainexperts.dev/roles/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…
- [Driller](https://domainexperts.dev/roles/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…
- [Drilling Boring Machine Operator](https://domainexperts.dev/roles/drilling-boring-machine-operator/): 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…
- [Driver Sales Worker](https://domainexperts.dev/roles/driver-sales-worker/): 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…
- [Drywall Ceiling Tile Installer](https://domainexperts.dev/roles/drywall-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…
- [Education Administrator K12](https://domainexperts.dev/roles/education-administrator-k12/): making a school-level policy or resource-allocation decision, handling a discipline or safety incident, evaluating a curriculum or staffing decision, or balancing competing…
- [Education Administrator Other](https://domainexperts.dev/roles/education-administrator-other/): adult/continuing education, vocational or trade school, corporate/organizational training department, or other education programs outside standard K-12 or degree-granting…
- [Education Administrator Postsecondary](https://domainexperts.dev/roles/education-administrator-postsecondary/): making a program/curriculum decision, managing faculty and enrollment/budget tradeoffs, evaluating an accreditation or academic policy issue, or balancing academic mission against…
- [Education Childcare Administrator Preschool](https://domainexperts.dev/roles/education-childcare-administrator-preschool/): running a preschool or childcare center's operations, evaluating a curriculum or staffing decision, handling a licensing/regulatory compliance issue, or balancing…
- [Electric Motor Power Tool Repairer](https://domainexperts.dev/roles/electric-motor-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…
- [Electrical Electronic Equipment Assembler](https://domainexperts.dev/roles/electrical-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…
- [Electrician Helper](https://domainexperts.dev/roles/electrician-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…
- [Electromechanical Equipment Assembler](https://domainexperts.dev/roles/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…
- [Elevator Escalator Installer](https://domainexperts.dev/roles/elevator-escalator-installer/): 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…
- [Emergency Management Director](https://domainexperts.dev/roles/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…
- [Energy Auditor](https://domainexperts.dev/roles/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…
- [Engine Machine Assembler](https://domainexperts.dev/roles/engine-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…
- [Entertainment Recreation Manager](https://domainexperts.dev/roles/entertainment-recreation-manager/): planning attraction/facility capacity against attendance forecasts, evaluating a guest safety or ride-operations decision, pricing admission/season-pass programs, or managing…
- [Entertainment Recreation Supervisor](https://domainexperts.dev/roles/entertainment-recreation-supervisor/): 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…
- [Executive Administrative Assistant](https://domainexperts.dev/roles/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…
- [Extraction Helper](https://domainexperts.dev/roles/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…
- [Extruding Forming Machine Operator](https://domainexperts.dev/roles/extruding-forming-machine-operator/): 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…
- [Facilities Manager](https://domainexperts.dev/roles/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…
- [Faller](https://domainexperts.dev/roles/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…
- [Farm Equipment Mechanic](https://domainexperts.dev/roles/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…
- [Farm Labor Contractor](https://domainexperts.dev/roles/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…
- [Farm Products Buyer](https://domainexperts.dev/roles/farm-products-buyer/): 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…
- [Farming Fishing Forestry Supervisor](https://domainexperts.dev/roles/farming-fishing-forestry-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…
- [Fast Food Cook](https://domainexperts.dev/roles/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…
- [Fast Food Counter Worker](https://domainexperts.dev/roles/fast-food-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…
- [Fence Erector](https://domainexperts.dev/roles/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…
- [Fiberglass Laminator](https://domainexperts.dev/roles/fiberglass-laminator/): 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…
- [File Clerk](https://domainexperts.dev/roles/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…
- [Finish Trades Helper](https://domainexperts.dev/roles/finish-trades-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…
- [Fire Captain](https://domainexperts.dev/roles/fire-captain/): 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…
- [First Line Supervisor Office Admin](https://domainexperts.dev/roles/first-line-supervisor-office-admin/): 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…
- [Fishing Hunting Worker](https://domainexperts.dev/roles/fishing-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…
- [Flight Attendant](https://domainexperts.dev/roles/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…
- [Floor Sander Finisher](https://domainexperts.dev/roles/floor-sander-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…
- [Food Batchmaker](https://domainexperts.dev/roles/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…
- [Food Cooking Machine Operator](https://domainexperts.dev/roles/food-cooking-machine-operator/): verifying pathogen lethality at the product's actual coldest point rather than surface or chamber temperature, monitoring frying oil condition against specific degradation…
- [Food Preparation Worker](https://domainexperts.dev/roles/food-preparation-worker/): 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…
- [Food Server Nonrestaurant](https://domainexperts.dev/roles/food-server-nonrestaurant/): 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…
- [Food Service Manager](https://domainexperts.dev/roles/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…
- [Food Service Supervisor](https://domainexperts.dev/roles/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…
- [Forest Conservation Technician](https://domainexperts.dev/roles/forest-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 Conservation Worker](https://domainexperts.dev/roles/forest-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…
- [Forest Fire Prevention Specialist](https://domainexperts.dev/roles/forest-fire-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…
- [Forging Machine Operator](https://domainexperts.dev/roles/forging-machine-operator/): 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…
- [Freight Forwarder](https://domainexperts.dev/roles/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…
- [Freight Material Mover](https://domainexperts.dev/roles/freight-material-mover/): 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…
- [Fundraising Manager](https://domainexperts.dev/roles/fundraising-manager/): planning a fundraising campaign, cultivating and soliciting a major donor, evaluating a grant opportunity, or deciding how to allocate fundraising effort across donor segments.
- [Funeral Home Manager](https://domainexperts.dev/roles/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…
- [Furnace Kiln Oven Operator](https://domainexperts.dev/roles/furnace-kiln-oven-operator/): 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…
- [Gambling Booth Cashier](https://domainexperts.dev/roles/gambling-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…
- [Gambling Dealer](https://domainexperts.dev/roles/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…
- [Gambling Manager](https://domainexperts.dev/roles/gambling-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…
- [Gambling Surveillance Investigator](https://domainexperts.dev/roles/gambling-surveillance-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…
- [Garment Textile Presser](https://domainexperts.dev/roles/garment-textile-presser/): 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…
- [Gas Compressor Station Operator](https://domainexperts.dev/roles/gas-compressor-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…
- [Gas Plant Operator](https://domainexperts.dev/roles/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…
- [Gem Diamond Worker](https://domainexperts.dev/roles/gem-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…
- [General Maintenance Repair Worker](https://domainexperts.dev/roles/general-maintenance-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…
- [General Operations Manager](https://domainexperts.dev/roles/general-operations-manager/): coordinating multiple departments toward shared execution, diagnosing why cross-functional work is stalling, allocating resources across competing operational priorities, or…
- [Geothermal Production Manager](https://domainexperts.dev/roles/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…
- [Geothermal Technician](https://domainexperts.dev/roles/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…
- [Glazier](https://domainexperts.dev/roles/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…
- [Hand Cutter Trimmer](https://domainexperts.dev/roles/hand-cutter-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…
- [Hand Grinding Polishing Worker](https://domainexperts.dev/roles/hand-grinding-polishing-worker/): deciding whether sustained grinding contact on hardened material risks invisible temper drawing, following an abrasive grit progression without skipping stages, checking…
- [Hand Packager](https://domainexperts.dev/roles/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…
- [Hand Sewer](https://domainexperts.dev/roles/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…
- [Hazmat Removal Worker](https://domainexperts.dev/roles/hazmat-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…
- [Heavy Equipment Mechanic](https://domainexperts.dev/roles/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…
- [Heavy Truck Driver](https://domainexperts.dev/roles/heavy-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…
- [Helper Production Worker](https://domainexperts.dev/roles/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)…
- [Highway Maintenance Worker](https://domainexperts.dev/roles/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…
- [Hoist Winch Operator](https://domainexperts.dev/roles/hoist-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…
- [Home Appliance Repairer](https://domainexperts.dev/roles/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…
- [Host Hostess](https://domainexperts.dev/roles/host-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…
- [Hotel Motel Desk Clerk](https://domainexperts.dev/roles/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…
- [Housekeeping Janitorial Supervisor](https://domainexperts.dev/roles/housekeeping-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…
- [Hr Assistant](https://domainexperts.dev/roles/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…
- [Hr People Manager](https://domainexperts.dev/roles/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…
- [Hr Specialist](https://domainexperts.dev/roles/hr-specialist/): determining FMLA or leave eligibility, running the ADA interactive process, maintaining I-9 and personnel-file compliance, administering benefits enrollment, designing a new-hire…
- [Hvac Technician](https://domainexperts.dev/roles/hvac-technician/): 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…
- [Hydroelectric Plant Technician](https://domainexperts.dev/roles/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…
- [Hydroelectric Production Manager](https://domainexperts.dev/roles/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…
- [Industrial Machinery Mechanic](https://domainexperts.dev/roles/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…
- [Industrial Production Manager](https://domainexperts.dev/roles/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…
- [Industrial Truck Operator](https://domainexperts.dev/roles/industrial-truck-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…
- [Institutional Cafeteria Cook](https://domainexperts.dev/roles/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…
- [Insulation Installer](https://domainexperts.dev/roles/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…
- [Insurance Claims Processing Clerk](https://domainexperts.dev/roles/insurance-claims-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…
- [It Project Manager](https://domainexperts.dev/roles/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…
- [Janitor Cleaner](https://domainexperts.dev/roles/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…
- [Labor Relations Specialist](https://domainexperts.dev/roles/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…
- [Landscaping Groundskeeping Worker](https://domainexperts.dev/roles/landscaping-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…
- [Landscaping Supervisor](https://domainexperts.dev/roles/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…
- [Lathe Turning Machine Operator](https://domainexperts.dev/roles/lathe-turning-machine-operator/): recalculating spindle RPM as workpiece diameter changes along a stepped part to maintain consistent surface speed, verifying workpiece chucking/centering runout as a separate…
- [Laundry Drycleaning Worker](https://domainexperts.dev/roles/laundry-drycleaning-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…
- [Legislator](https://domainexperts.dev/roles/legislator/): 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…
- [Lifeguard And Ski Patrol](https://domainexperts.dev/roles/lifeguard-and-ski-patrol/): 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…
- [Light Truck Driver](https://domainexperts.dev/roles/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…
- [Locker Room Attendant](https://domainexperts.dev/roles/locker-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…
- [Locksmith Safe Repairer](https://domainexperts.dev/roles/locksmith-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…
- [Locomotive Engineer](https://domainexperts.dev/roles/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…
- [Lodging Manager](https://domainexperts.dev/roles/lodging-manager/): setting room rates against occupancy forecast (revenue management), evaluating overbooking risk, diagnosing a RevPAR or ADR variance, managing a guest service recovery situation…
- [Log Grader Scaler](https://domainexperts.dev/roles/log-grader-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…
- [Logging Equipment Operator](https://domainexperts.dev/roles/logging-equipment-operator/): 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…
- [Logistician](https://domainexperts.dev/roles/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…
- [Logistics Analyst](https://domainexperts.dev/roles/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…
- [Logistics Engineer](https://domainexperts.dev/roles/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…
- [Loss Prevention Manager](https://domainexperts.dev/roles/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…
- [Machine Feeder Offbearer](https://domainexperts.dev/roles/machine-feeder-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…
- [Machinery Maintenance Worker](https://domainexperts.dev/roles/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…
- [Maid Housekeeping Cleaner](https://domainexperts.dev/roles/maid-housekeeping-cleaner/): 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…
- [Mail Clerk](https://domainexperts.dev/roles/mail-clerk/): 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…
- [Management Analyst](https://domainexperts.dev/roles/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…
- [Masonry Helper](https://domainexperts.dev/roles/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 Moving Supervisor](https://domainexperts.dev/roles/material-moving-supervisor/): 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…
- [Meat Poultry Fish Cutter Trimmer](https://domainexperts.dev/roles/meat-poultry-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…
- [Mechanical Door Repairer](https://domainexperts.dev/roles/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…
- [Mechanical Insulator](https://domainexperts.dev/roles/mechanical-insulator/): specifying pipe, duct, or equipment insulation thickness and material by governing case (thermal efficiency, condensation control, personnel protection, or fire-stop), detailing…
- [Mechanics Installers Supervisor](https://domainexperts.dev/roles/mechanics-installers-supervisor/): 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"…
- [Medical Equipment Repairer](https://domainexperts.dev/roles/medical-equipment-repairer/): 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…
- [Meeting Event Planner](https://domainexperts.dev/roles/meeting-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…
- [Metal Layout Worker](https://domainexperts.dev/roles/metal-layout-worker/): 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…
- [Metal Pickling Equipment Operator](https://domainexperts.dev/roles/metal-pickling-equipment-operator/): deciding whether a delayed post-pickling bake for hydrogen embrittlement-susceptible material requires disposition beyond just completing the bake, verifying acid bath…
- [Metal Plastic Model Maker](https://domainexperts.dev/roles/metal-plastic-model-maker/): 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…
- [Metal Plastic Patternmaker](https://domainexperts.dev/roles/metal-plastic-patternmaker/): recognizing that CNC machining precision doesn't exempt a pattern from metal-specific shrinkage allowance, matching pattern material/construction durability to actual production…
- [Metal Pourer Caster](https://domainexperts.dev/roles/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…
- [Meter Reader Utilities](https://domainexperts.dev/roles/meter-reader-utilities/): 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…
- [Milling Planing Machine Operator](https://domainexperts.dev/roles/milling-planing-machine-operator/): selecting climb versus conventional milling based on the specific machine's backlash characteristics rather than a single default, verifying workholding can resist actual lateral…
- [Millwright](https://domainexperts.dev/roles/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…
- [Mine Supervisor](https://domainexperts.dev/roles/mine-supervisor/): 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…
- [Mobile Home Installer](https://domainexperts.dev/roles/mobile-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…
- [Molding Casting Machine Operator](https://domainexperts.dev/roles/molding-casting-machine-operator/): 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…
- [Motor Vehicle Electronic Equipment Installer](https://domainexperts.dev/roles/motor-vehicle-electronic-equipment-installer/): 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…
- [Motorboat Mechanic](https://domainexperts.dev/roles/motorboat-mechanic/): 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…
- [Motorboat Operator](https://domainexperts.dev/roles/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…
- [Motorcycle Mechanic](https://domainexperts.dev/roles/motorcycle-mechanic/): 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…
- [Moving Crew Supervisor](https://domainexperts.dev/roles/moving-crew-supervisor/): 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…
- [Mrf Sorter](https://domainexperts.dev/roles/mrf-sorter/): 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…
- [Multiple Machine Tool Operator](https://domainexperts.dev/roles/multiple-machine-tool-operator/): sequencing attention across several simultaneously running machines by actual need rather than fixed rotation, triaging which machine to address first when multiple signal at…
- [Musical Instrument Repairer Tuner](https://domainexperts.dev/roles/musical-instrument-repairer-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…
- [Network Systems Administrator](https://domainexperts.dev/roles/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…
- [Non Destructive Testing Specialist](https://domainexperts.dev/roles/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…
- [Occupational Health Safety Specialist](https://domainexperts.dev/roles/occupational-health-safety-specialist/): running a workplace hazard assessment, investigating a recordable incident's root cause, interpreting industrial-hygiene sampling data (noise, chemical exposure) against OSHA…
- [Occupational Health Safety Technician](https://domainexperts.dev/roles/occupational-health-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…
- [Office Clerk General](https://domainexperts.dev/roles/office-clerk-general/): 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…
- [Office Machine Operator](https://domainexperts.dev/roles/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…
- [Oil Gas Production Manager](https://domainexperts.dev/roles/oil-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…
- [Online Merchant](https://domainexperts.dev/roles/online-merchant/): calculating a SKU's true net contribution margin after payment fees, shipping, and expected returns, comparing customer acquisition cost against channel-specific lifetime value…
- [Operating Engineer](https://domainexperts.dev/roles/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…
- [Operations Research Analyst](https://domainexperts.dev/roles/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…
- [Order Clerk](https://domainexperts.dev/roles/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…
- [Painting Coating Decorating Worker](https://domainexperts.dev/roles/painting-coating-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…
- [Paper Goods Machine Operator](https://domainexperts.dev/roles/paper-goods-machine-operator/): 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…
- [Paperhanger](https://domainexperts.dev/roles/paperhanger/): 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…
- [Parking Attendant](https://domainexperts.dev/roles/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…
- [Parking Enforcement Officer](https://domainexperts.dev/roles/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…
- [Passenger Attendant](https://domainexperts.dev/roles/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…
- [Paving Equipment Operator](https://domainexperts.dev/roles/paving-equipment-operator/): establishing or troubleshooting an asphalt roller pattern against a test strip, diagnosing thermal or aggregate segregation behind the screed, sequencing…
- [Personal Service Supervisor](https://domainexperts.dev/roles/personal-service-supervisor/): 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…
- [Pest Control Worker](https://domainexperts.dev/roles/pest-control-worker/): 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…
- [Pesticide Handler Vegetation](https://domainexperts.dev/roles/pesticide-handler-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…
- [Pile Driver Operator](https://domainexperts.dev/roles/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…
- [Pipe Trades Helper](https://domainexperts.dev/roles/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…
- [Pipelayer](https://domainexperts.dev/roles/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…
- [Pit Boss](https://domainexperts.dev/roles/pit-boss/): 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…
- [Plasterer Stucco Mason](https://domainexperts.dev/roles/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…
- [Plumber Pipefitter Steamfitter](https://domainexperts.dev/roles/plumber-pipefitter-steamfitter/): 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…
- [Police Identification Records Officer](https://domainexperts.dev/roles/police-identification-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…
- [Postal Service Clerk](https://domainexperts.dev/roles/postal-service-clerk/): calculating postage for a package by weight/dimension/zone, choosing between certified/registered/insured mail service levels, screening a shipment for…
- [Postal Service Mail Carrier](https://domainexperts.dev/roles/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…
- [Postal Service Mail Sorter](https://domainexperts.dev/roles/postal-service-mail-sorter/): 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…
- [Postmaster Mail Superintendent](https://domainexperts.dev/roles/postmaster-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…
- [Power Distributor Dispatcher](https://domainexperts.dev/roles/power-distributor-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…
- [Power Line Installer](https://domainexperts.dev/roles/power-line-installer/): 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…
- [Powerhouse Substation Electrician](https://domainexperts.dev/roles/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…
- [Precision Agriculture Technician](https://domainexperts.dev/roles/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…
- [Prepress Technician](https://domainexperts.dev/roles/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…
- [Print Binding Finishing Worker](https://domainexperts.dev/roles/print-binding-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…
- [Private Household Cook](https://domainexperts.dev/roles/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…
- [Procurement Clerk](https://domainexperts.dev/roles/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…
- [Production First Line Supervisor](https://domainexperts.dev/roles/production-first-line-supervisor/): 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…
- [Production Planning Expediting Clerk](https://domainexperts.dev/roles/production-planning-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…
- [Project Management Specialist](https://domainexperts.dev/roles/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…
- [Property Real Estate Manager](https://domainexperts.dev/roles/property-real-estate-manager/): setting rent against vacancy/market data, evaluating a capital improvement vs. deferred maintenance tradeoff, handling a tenant dispute or eviction decision, managing an…
- [Pump Station Operator](https://domainexperts.dev/roles/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…
- [Punch Press Operator](https://domainexperts.dev/roles/punch-press-operator/): 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…
- [Purchasing Agent](https://domainexperts.dev/roles/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…
- [Purchasing Manager](https://domainexperts.dev/roles/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…
- [Purser](https://domainexperts.dev/roles/purser/): 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…
- [Quality Control Analyst](https://domainexperts.dev/roles/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…
- [Quality Control Systems Manager](https://domainexperts.dev/roles/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…
- [Quality Inspector Tester](https://domainexperts.dev/roles/quality-inspector-tester/): 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…
- [Quarry Rock Splitter](https://domainexperts.dev/roles/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…
- [Radio Tower Technician](https://domainexperts.dev/roles/radio-tower-technician/): 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…
- [Rail Car Repairer](https://domainexperts.dev/roles/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…
- [Rail Yard Engineer](https://domainexperts.dev/roles/rail-yard-engineer/): 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…
- [Railroad Conductor Yardmaster](https://domainexperts.dev/roles/railroad-conductor-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…
- [Railroad Signal Brake Operator](https://domainexperts.dev/roles/railroad-signal-brake-operator/): 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…
- [Ranch Aquacultural Farmworker](https://domainexperts.dev/roles/ranch-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…
- [Receptionist](https://domainexperts.dev/roles/receptionist/): 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…
- [Recreation Coordinator](https://domainexperts.dev/roles/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…
- [Recycling Coordinator](https://domainexperts.dev/roles/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…
- [Refinery Operator](https://domainexperts.dev/roles/refinery-operator/): diagnosing a product quality failure when every individual temperature and pressure reading looks within range, investigating a relief valve lift's upstream cause, applying…
- [Refractory Materials Repairer](https://domainexperts.dev/roles/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…
- [Refuse Collector](https://domainexperts.dev/roles/refuse-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…
- [Reinforcing Iron Rebar Worker](https://domainexperts.dev/roles/reinforcing-iron-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…
- [Rental Counter Clerk](https://domainexperts.dev/roles/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…
- [Reservation Transportation Ticket Agent](https://domainexperts.dev/roles/reservation-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…
- [Resident Director](https://domainexperts.dev/roles/resident-director/): 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…
- [Resilient Floor Installer](https://domainexperts.dev/roles/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…
- [Restaurant Line Cook](https://domainexperts.dev/roles/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…
- [Retail Buyer](https://domainexperts.dev/roles/retail-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…
- [Retail Loss Prevention Specialist](https://domainexperts.dev/roles/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…
- [Retail Store Supervisor](https://domainexperts.dev/roles/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…
- [Rigger](https://domainexperts.dev/roles/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…
- [Robotics Technician](https://domainexperts.dev/roles/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…
- [Rolling Machine Operator](https://domainexperts.dev/roles/rolling-machine-operator/): tracking cumulative reduction across multiple cold-rolling passes to schedule an intermediate anneal before edge cracking occurs, verifying roll crown compensation for the current…
- [Roof Bolter](https://domainexperts.dev/roles/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…
- [Roofer](https://domainexperts.dev/roles/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…
- [Roofer Helper](https://domainexperts.dev/roles/roofer-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…
- [Roustabout](https://domainexperts.dev/roles/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…
- [Rv Service Technician](https://domainexperts.dev/roles/rv-service-technician/): 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…
- [Sailor Marine Oiler](https://domainexperts.dev/roles/sailor-marine-oiler/): 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…
- [School Bus Driver](https://domainexperts.dev/roles/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…
- [School Bus Monitor](https://domainexperts.dev/roles/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…
- [Secretary General](https://domainexperts.dev/roles/secretary-general/): 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…
- [Security Fire Alarm Installer](https://domainexperts.dev/roles/security-fire-alarm-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…
- [Security Guard](https://domainexperts.dev/roles/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…
- [Security Management Specialist](https://domainexperts.dev/roles/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…
- [Security Manager](https://domainexperts.dev/roles/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…
- [Security Supervisor](https://domainexperts.dev/roles/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…
- [Segmental Paver Installer](https://domainexperts.dev/roles/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…
- [Semiconductor Processing Technician](https://domainexperts.dev/roles/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…
- [Septic Sewer Technician](https://domainexperts.dev/roles/septic-sewer-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…
- [Sewing Machine Operator](https://domainexperts.dev/roles/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…
- [Sheet Metal Worker](https://domainexperts.dev/roles/sheet-metal-worker/): 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…
- [Ship Captain](https://domainexperts.dev/roles/ship-captain/): 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…
- [Ship Engineer](https://domainexperts.dev/roles/ship-engineer/): 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…
- [Shipping Receiving Inventory Clerk](https://domainexperts.dev/roles/shipping-receiving-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…
- [Shoe Leather Worker Repairer](https://domainexperts.dev/roles/shoe-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…
- [Shoe Machine Operator](https://domainexperts.dev/roles/shoe-machine-operator/): 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…
- [Short Order Cook](https://domainexperts.dev/roles/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…
- [Shuttle Driver Chauffeur](https://domainexperts.dev/roles/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…
- [Signal Track Switch Repairer](https://domainexperts.dev/roles/signal-track-switch-repairer/): 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…
- [Slaughterer Meat Packer](https://domainexperts.dev/roles/slaughterer-meat-packer/): verifying stunning effectiveness per animal rather than trusting equipment operating normally, treating evisceration technique as the primary contamination control rather than…
- [Small Engine Mechanic](https://domainexperts.dev/roles/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…
- [Social Community Service Manager](https://domainexperts.dev/roles/social-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…
- [Solar Installation Manager](https://domainexperts.dev/roles/solar-installation-manager/): 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…
- [Solar Photovoltaic Installer](https://domainexperts.dev/roles/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…
- [Solar Thermal Installer](https://domainexperts.dev/roles/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…
- [Spa Manager](https://domainexperts.dev/roles/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…
- [Stone Cutter Carver Manufacturing](https://domainexperts.dev/roles/stone-cutter-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…
- [Stonemason](https://domainexperts.dev/roles/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…
- [Structural Iron Steel Worker](https://domainexperts.dev/roles/structural-iron-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…
- [Subway Streetcar Operator](https://domainexperts.dev/roles/subway-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…
- [Supply Chain Manager](https://domainexperts.dev/roles/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…
- [Sustainability Specialist](https://domainexperts.dev/roles/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…
- [Switchboard Operator](https://domainexperts.dev/roles/switchboard-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…
- [Tank Loader](https://domainexperts.dev/roles/tank-loader/): verifying bonding/grounding continuity before starting a flammable-liquid transfer, setting overfill-prevention trip points and outage volume for a compartment, connecting and…
- [Taper](https://domainexperts.dev/roles/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…
- [Taxi Driver](https://domainexperts.dev/roles/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…
- [Team Assembler](https://domainexperts.dev/roles/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…
- [Technical Recruiter](https://domainexperts.dev/roles/technical-recruiter/): 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…
- [Telecom Equipment Installer](https://domainexperts.dev/roles/telecom-equipment-installer/): 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…
- [Telecom Line Installer](https://domainexperts.dev/roles/telecom-line-installer/): 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…
- [Terrazzo Worker](https://domainexperts.dev/roles/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…
- [Textile Knitting Weaving Machine Operator](https://domainexperts.dev/roles/textile-knitting-weaving-machine-operator/): 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…
- [Textile Winding Twisting Machine Operator](https://domainexperts.dev/roles/textile-winding-twisting-machine-operator/): verifying actual twist direction on singles yarn before plying rather than trusting package labels, checking relative tension consistency across parallel ends rather than each…
- [Tile Stone Setter](https://domainexperts.dev/roles/tile-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…
- [Timing Device Assembler Adjuster](https://domainexperts.dev/roles/timing-device-assembler-adjuster/): verifying rate accuracy across multiple positions and temperatures rather than a single bench-test condition, applying component-specific lubrication rather than a generalized…
- [Tire Repairer Changer](https://domainexperts.dev/roles/tire-repairer-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…
- [Tool Grinder Sharpener](https://domainexperts.dev/roles/tool-grinder-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…
- [Track Maintenance Equipment Operator](https://domainexperts.dev/roles/track-maintenance-equipment-operator/): 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…
- [Trades Helper](https://domainexperts.dev/roles/trades-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…
- [Traffic Technician](https://domainexperts.dev/roles/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…
- [Training Development Manager](https://domainexperts.dev/roles/training-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…
- [Training Development Specialist](https://domainexperts.dev/roles/training-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…
- [Transit Bus Driver](https://domainexperts.dev/roles/transit-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…
- [Transportation Electrical Electronics Installer](https://domainexperts.dev/roles/transportation-electrical-electronics-installer/): 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…
- [Transportation Security Screener](https://domainexperts.dev/roles/transportation-security-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…
- [Transportation Storage Distribution Manager](https://domainexperts.dev/roles/transportation-storage-distribution-manager/): planning warehouse/distribution network operations, evaluating a carrier or logistics vendor decision, managing inventory flow across a distribution network, or diagnosing a…
- [Tree Trimmer Pruner](https://domainexperts.dev/roles/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…
- [Underground Loader Operator](https://domainexperts.dev/roles/underground-loader-operator/): 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…
- [Usher](https://domainexperts.dev/roles/usher/): 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…
- [Vehicle Cleaner](https://domainexperts.dev/roles/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…
- [Vehicle Systems Inspector](https://domainexperts.dev/roles/vehicle-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…
- [Waiter Waitress](https://domainexperts.dev/roles/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…
- [Warehouse Order Filler](https://domainexperts.dev/roles/warehouse-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…
- [Watch Clock Repairer](https://domainexperts.dev/roles/watch-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…
- [Water Wastewater Treatment Operator](https://domainexperts.dev/roles/water-wastewater-treatment-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…
- [Water Well Driller](https://domainexperts.dev/roles/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…
- [Watercraft Service Attendant](https://domainexperts.dev/roles/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…
- [Weatherization Technician](https://domainexperts.dev/roles/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…
- [Weighers Measurers Checkers Samplers](https://domainexperts.dev/roles/weighers-measurers-checkers-samplers/): 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…
- [Welding Soldering Brazing Machine Operator](https://domainexperts.dev/roles/welding-soldering-brazing-machine-operator/): 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…
- [Wellhead Pumper](https://domainexperts.dev/roles/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…
- [Wind Turbine Technician](https://domainexperts.dev/roles/wind-turbine-technician/): 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…
- [Wood Model Maker](https://domainexperts.dev/roles/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…
- [Wood Patternmaker](https://domainexperts.dev/roles/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…
- [Wood Sawing Machine Operator](https://domainexperts.dev/roles/wood-sawing-machine-operator/): 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…
- [Woodworking Machine Operator](https://domainexperts.dev/roles/woodworking-machine-operator/): 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…
- [Workover Rig Operator](https://domainexperts.dev/roles/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…

## Product

- [Product Manager](https://domainexperts.dev/roles/product-manager/): Use when a task needs senior product-manager judgment — prioritizing between features with real tradeoffs, writing PRDs and decision docs, translating stakeholder requests into…

## Sales

- [Advertising Sales Agent](https://domainexperts.dev/roles/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…
- [Customer Success Manager](https://domainexperts.dev/roles/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.
- [Door To Door Sales Worker](https://domainexperts.dev/roles/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…
- [Insurance Sales Agent](https://domainexperts.dev/roles/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…
- [Parts Counter Salesperson](https://domainexperts.dev/roles/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…
- [Real Estate Agent](https://domainexperts.dev/roles/real-estate-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…
- [Real Estate Broker](https://domainexperts.dev/roles/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…
- [Retail Sales Associate](https://domainexperts.dev/roles/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…
- [Sales Account Executive](https://domainexperts.dev/roles/sales-account-executive/): qualifying a deal, handling objections, negotiating terms, forecasting pipeline, or deciding whether/how to pursue an opportunity.
- [Sales Engineer](https://domainexperts.dev/roles/sales-engineer/): 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…
- [Sales Manager](https://domainexperts.dev/roles/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…
- [Sales Supervisor](https://domainexperts.dev/roles/sales-supervisor/): 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…
- [Services Sales Representative](https://domainexperts.dev/roles/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…
- [Solar Sales Assessor](https://domainexperts.dev/roles/solar-sales-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…
- [Telemarketer](https://domainexperts.dev/roles/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…
- [Travel Agent](https://domainexperts.dev/roles/travel-agent/): constructing a multi-leg itinerary against layover/visa/timing constraints, pricing a trip across supplier commission structures, comparing travel-insurance/cancellation-policy…
- [Wholesale Sales Representative](https://domainexperts.dev/roles/wholesale-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…

## Other

- [Actor](https://domainexperts.dev/roles/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.…
- [Adapted Physical Education Specialist](https://domainexperts.dev/roles/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…
- [Adult Esl Instructor](https://domainexperts.dev/roles/adult-esl-instructor/): placing a new adult learner using standardized assessment scores, designing life-context-relevant lesson content for working adults, tracking NRS-reportable level gains…
- [Agricultural Sciences Professor](https://domainexperts.dev/roles/agricultural-sciences-professor/): 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…
- [Animal Caretaker](https://domainexperts.dev/roles/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…
- [Animal Control Worker](https://domainexperts.dev/roles/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…
- [Animal Scientist](https://domainexperts.dev/roles/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…
- [Animal Trainer](https://domainexperts.dev/roles/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…
- [Anthropologist Archeologist](https://domainexperts.dev/roles/anthropologist-archeologist/): 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…
- [Anthropology Archaeology Professor](https://domainexperts.dev/roles/anthropology-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…
- [Architecture Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Archivist](https://domainexperts.dev/roles/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…
- [Area Ethnic Cultural Studies Professor](https://domainexperts.dev/roles/area-ethnic-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…
- [Art Drama Music Professor Postsecondary](https://domainexperts.dev/roles/art-drama-music-professor-postsecondary/): 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…
- [Astronomer](https://domainexperts.dev/roles/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…
- [Atmospheric Scientist](https://domainexperts.dev/roles/atmospheric-scientist/): interpreting ensemble forecast guidance, deciding whether conditions cross a severe-weather warning threshold, calibrating a raw model probability against verification…
- [Audio Video Technician](https://domainexperts.dev/roles/audio-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…
- [Author](https://domainexperts.dev/roles/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…
- [Bailiff](https://domainexperts.dev/roles/bailiff/): 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…
- [Baker](https://domainexperts.dev/roles/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…
- [Barber](https://domainexperts.dev/roles/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…
- [Biologist](https://domainexperts.dev/roles/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…
- [Biology Professor](https://domainexperts.dev/roles/biology-professor/): 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…
- [Book Publisher](https://domainexperts.dev/roles/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…
- [Broadcast Announcer](https://domainexperts.dev/roles/broadcast-announcer/): 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…
- [Broadcast Program Director](https://domainexperts.dev/roles/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…
- [Business Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Butcher](https://domainexperts.dev/roles/butcher/): 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…
- [Cabinetmaker](https://domainexperts.dev/roles/cabinetmaker/): 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…
- [Camera Operator](https://domainexperts.dev/roles/camera-operator/): 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…
- [Career Technical Education Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Casting Director](https://domainexperts.dev/roles/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…
- [Chemical Technician](https://domainexperts.dev/roles/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…
- [Chemist](https://domainexperts.dev/roles/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…
- [Chemistry Teacher Postsecondary](https://domainexperts.dev/roles/chemistry-teacher-postsecondary/): 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…
- [Child Family Social Worker](https://domainexperts.dev/roles/child-family-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…
- [Childcare Worker](https://domainexperts.dev/roles/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…
- [Choreographer](https://domainexperts.dev/roles/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…
- [Clergy](https://domainexperts.dev/roles/clergy/): triaging a pastoral-counseling disclosure against a referral to licensed mental-health or medical care, mediating a congregational conflict, navigating…
- [Climate Policy Analyst](https://domainexperts.dev/roles/climate-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…
- [Communications Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Computer Science Professor](https://domainexperts.dev/roles/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…
- [Conservation Scientist](https://domainexperts.dev/roles/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…
- [Correctional Officer](https://domainexperts.dev/roles/correctional-officer/): 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…
- [Corrections Sergeant](https://domainexperts.dev/roles/corrections-sergeant/): 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…
- [Costume Attendant](https://domainexperts.dev/roles/costume-attendant/): 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…
- [Criminal Justice Teacher Postsecondary](https://domainexperts.dev/roles/criminal-justice-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…
- [Cte Teacher](https://domainexperts.dev/roles/cte-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…
- [Curator](https://domainexperts.dev/roles/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…
- [Customs Border Protection Officer](https://domainexperts.dev/roles/customs-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…
- [Dancer](https://domainexperts.dev/roles/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…
- [Demographer](https://domainexperts.dev/roles/demographer/): building a cohort-component population projection, reconciling fertility/mortality rate estimates against ACS or vital-statistics counts, judging whether a population trend is…
- [Detective Criminal Investigator](https://domainexperts.dev/roles/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…
- [Dj](https://domainexperts.dev/roles/dj/): 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…
- [Economics Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Economist](https://domainexperts.dev/roles/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…
- [Editor](https://domainexperts.dev/roles/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…
- [Education Professor](https://domainexperts.dev/roles/education-professor/): 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…
- [Electrician](https://domainexperts.dev/roles/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…
- [Elementary School Teacher](https://domainexperts.dev/roles/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…
- [Eligibility Interviewer](https://domainexperts.dev/roles/eligibility-interviewer/): calculating household income against a means-tested program's limits, determining household composition for benefit purposes, judging whether submitted verification documents are…
- [Engineering Professor](https://domainexperts.dev/roles/engineering-professor/): 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…
- [English Literature Professor](https://domainexperts.dev/roles/english-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…
- [Environmental Economist](https://domainexperts.dev/roles/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…
- [Environmental Restoration Planner](https://domainexperts.dev/roles/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…
- [Environmental Science Professor](https://domainexperts.dev/roles/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…
- [Environmental Scientist](https://domainexperts.dev/roles/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…
- [Extension Educator](https://domainexperts.dev/roles/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…
- [Fabric Apparel Patternmaker](https://domainexperts.dev/roles/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…
- [Family Consumer Sciences Teacher Postsecondary](https://domainexperts.dev/roles/family-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…
- [Fashion Model](https://domainexperts.dev/roles/fashion-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…
- [Film Video Editor](https://domainexperts.dev/roles/film-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…
- [Fire Inspector Investigator](https://domainexperts.dev/roles/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…
- [Firefighter](https://domainexperts.dev/roles/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…
- [Fish And Game Warden](https://domainexperts.dev/roles/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…
- [Food Science Technician](https://domainexperts.dev/roles/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…
- [Food Scientist](https://domainexperts.dev/roles/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…
- [Foreign Language Literature Professor](https://domainexperts.dev/roles/foreign-language-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…
- [Forensic Science Technician](https://domainexperts.dev/roles/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…
- [Forester](https://domainexperts.dev/roles/forester/): cruising a stand to estimate merchantable timber volume and value, recommending a harvest or thinning prescription, selecting a silvicultural system for regeneration, calculating…
- [Forestry Conservation Teacher Postsecondary](https://domainexperts.dev/roles/forestry-conservation-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…
- [Fundraiser](https://domainexperts.dev/roles/fundraiser/): 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.
- [Furniture Finisher](https://domainexperts.dev/roles/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…
- [Geographer](https://domainexperts.dev/roles/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…
- [Geography Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Geoscience Professor](https://domainexperts.dev/roles/geoscience-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…
- [Geoscientist](https://domainexperts.dev/roles/geoscientist/): correlating well logs across a stratigraphic section, estimating hydrocarbon or mineral reserves volumetrically, assessing geologic-hazard risk for a site, or interpreting…
- [Glass Blower Molder](https://domainexperts.dev/roles/glass-blower-molder/): 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…
- [Hairdresser Cosmetologist](https://domainexperts.dev/roles/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…
- [Health Sciences Professor](https://domainexperts.dev/roles/health-sciences-professor/): diagnosing a licensure/board pass-rate drop, sizing a clinical-hours-to-simulation substitution, negotiating clinical placement capacity against cohort size, responding to a…
- [High School Teacher](https://domainexperts.dev/roles/high-school-teacher/): backward-designing a unit from a standard, distinguishing formative from summative assessment design, differentiating instruction for a mixed-ability classroom, running a…
- [Historian](https://domainexperts.dev/roles/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…
- [History Teacher Postsecondary](https://domainexperts.dev/roles/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…
- [Human Services Assistant](https://domainexperts.dev/roles/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…
- [Hydrologist](https://domainexperts.dev/roles/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…
- [Industrial Organizational Psychologist](https://domainexperts.dev/roles/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…
- [Instructional Coordinator](https://domainexperts.dev/roles/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…
- [Intelligence Analyst](https://domainexperts.dev/roles/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…
- [Interviewer Except Eligibility Loan](https://domainexperts.dev/roles/interviewer-except-eligibility-loan/): administering a structured questionnaire without introducing bias, handling respondent refusal or reluctance mid-interview, tracking quota-cell fill against a sampling target, or…
- [Jeweler](https://domainexperts.dev/roles/jeweler/): 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…
- [Kindergarten Teacher](https://domainexperts.dev/roles/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…
- [Kinesiology Professor](https://domainexperts.dev/roles/kinesiology-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…
- [Landscape Architect](https://domainexperts.dev/roles/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…
- [Law Professor](https://domainexperts.dev/roles/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…
- [Librarian](https://domainexperts.dev/roles/librarian/): building or reallocating a collection-development budget, running a weeding/deselection pass, conducting a reference interview, designing an information-literacy instruction…
- [Library Assistant Clerical](https://domainexperts.dev/roles/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…
- [Library Science Professor](https://domainexperts.dev/roles/library-science-professor/): 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…
- [Library Technician](https://domainexperts.dev/roles/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…
- [Lighting Technician](https://domainexperts.dev/roles/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…
- [Manicurist Pedicurist](https://domainexperts.dev/roles/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…
- [Manufacturing Potter](https://domainexperts.dev/roles/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…
- [Math Teacher Postsecondary](https://domainexperts.dev/roles/math-teacher-postsecondary/): 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…
- [Mathematician](https://domainexperts.dev/roles/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…
- [Middle School Cte Teacher](https://domainexperts.dev/roles/middle-school-cte-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…
- [Middle School Teacher](https://domainexperts.dev/roles/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…
- [Motion Picture Projectionist](https://domainexperts.dev/roles/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…
- [Museum Conservator](https://domainexperts.dev/roles/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…
- [Music Director Composer](https://domainexperts.dev/roles/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…
- [Musician](https://domainexperts.dev/roles/musician/): 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…
- [Nanny](https://domainexperts.dev/roles/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…
- [News Journalist](https://domainexperts.dev/roles/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…
- [Oceanographer](https://domainexperts.dev/roles/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…
- [Palaeontologist](https://domainexperts.dev/roles/palaeontologist/): dating a fossil-bearing horizon by reconciling biostratigraphy against radiometric ages, deciding whether a specimen represents a new species or intraspecific/ontogenetic…
- [Park Naturalist](https://domainexperts.dev/roles/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…
- [Philosophy Religion Professor](https://domainexperts.dev/roles/philosophy-religion-professor/): backward-designing a comparative-religion or ethics syllabus, responding to a bias or proselytizing complaint under academic-freedom and Establishment Clause norms, grading a…
- [Photographic Process Worker](https://domainexperts.dev/roles/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…
- [Physicist](https://domainexperts.dev/roles/physicist/): designing an experiment to control systematic error, propagating measurement uncertainty through a derived quantity, evaluating whether a model fits data…
- [Physics Teacher Postsecondary](https://domainexperts.dev/roles/physics-teacher-postsecondary/): 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…
- [Poet Lyricist](https://domainexperts.dev/roles/poet-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…
- [Police Patrol Officer](https://domainexperts.dev/roles/police-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…
- [Police Supervisor](https://domainexperts.dev/roles/police-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…
- [Political Science Professor](https://domainexperts.dev/roles/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…
- [Political Scientist](https://domainexperts.dev/roles/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…
- [Postsecondary Educator](https://domainexperts.dev/roles/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…
- [Preschool Teacher](https://domainexperts.dev/roles/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…
- [Printing Press Operator](https://domainexperts.dev/roles/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…
- [Private Detective Investigator](https://domainexperts.dev/roles/private-detective-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…
- [Producer Director](https://domainexperts.dev/roles/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…
- [Professional Athlete](https://domainexperts.dev/roles/professional-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…
- [Proofreader Copy Marker](https://domainexperts.dev/roles/proofreader-copy-marker/): 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…
- [Psychology Professor](https://domainexperts.dev/roles/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…
- [Public Safety Telecommunicator](https://domainexperts.dev/roles/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…
- [Range Manager](https://domainexperts.dev/roles/range-manager/): setting or adjusting permitted AUMs against actual forage production, assessing rangeland health or riparian proper functioning condition, scoping a grazing allotment management…
- [Religious Education Director](https://domainexperts.dev/roles/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…
- [School Career Counselor](https://domainexperts.dev/roles/school-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…
- [School Psychologist](https://domainexperts.dev/roles/school-psychologist/): determining special-education eligibility from RTI/discrepancy data, designing or interpreting a Functional Behavior Assessment, distinguishing a disability-driven eligibility…
- [Self Enrichment Instructor](https://domainexperts.dev/roles/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…
- [Shampoo Technician](https://domainexperts.dev/roles/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…
- [Social Science Research Assistant](https://domainexperts.dev/roles/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…
- [Social Work Professor](https://domainexperts.dev/roles/social-work-professor/): 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…
- [Sociologist](https://domainexperts.dev/roles/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…
- [Sociology Professor](https://domainexperts.dev/roles/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…
- [Soil Plant Scientist](https://domainexperts.dev/roles/soil-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…
- [Sound Engineering Technician](https://domainexperts.dev/roles/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…
- [Special Education Paraeducator](https://domainexperts.dev/roles/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…
- [Special Education Teacher](https://domainexperts.dev/roles/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…
- [Special Education Teacher Elementary](https://domainexperts.dev/roles/special-education-teacher-elementary/): 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…
- [Special Education Teacher Kindergarten](https://domainexperts.dev/roles/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…
- [Special Education Teacher Middle School](https://domainexperts.dev/roles/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…
- [Special Education Teacher Preschool](https://domainexperts.dev/roles/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…
- [Special Education Teacher Secondary](https://domainexperts.dev/roles/special-education-teacher-secondary/): writing a legally sufficient transition IEP with measurable postsecondary goals, deciding a standard vs. alternate diploma track with a student nearing graduation, allocating…
- [Special Effects Animator](https://domainexperts.dev/roles/special-effects-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…
- [Sports Coach](https://domainexperts.dev/roles/sports-coach/): 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…
- [Sports Official](https://domainexperts.dev/roles/sports-official/): 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…
- [Statistical Assistant](https://domainexperts.dev/roles/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…
- [Statistician](https://domainexperts.dev/roles/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…
- [Substitute Teacher](https://domainexperts.dev/roles/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…
- [Survey Researcher](https://domainexperts.dev/roles/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…
- [Tailor Dressmaker](https://domainexperts.dev/roles/tailor-dressmaker/): 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…
- [Talent Agent](https://domainexperts.dev/roles/talent-agent/): negotiating a representation or performance contract, structuring commission on a deal, checking whether a procurement act crosses into licensed-agent territory, tracking a…
- [Teaching Assistant](https://domainexperts.dev/roles/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…
- [Teaching Assistant Postsecondary](https://domainexperts.dev/roles/teaching-assistant-postsecondary/): 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…
- [Technical Writer](https://domainexperts.dev/roles/technical-writer/): architecting API/developer documentation, auditing documentation coverage against support-ticket volume, classifying content by Diátaxis type…
- [Telephone Operator](https://domainexperts.dev/roles/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…
- [Textile Cutting Machine Operator](https://domainexperts.dev/roles/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…
- [Theatrical Makeup Artist](https://domainexperts.dev/roles/theatrical-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…
- [Tour Director](https://domainexperts.dev/roles/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…
- [Tour Guide](https://domainexperts.dev/roles/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…
- [Transit Railroad Police](https://domainexperts.dev/roles/transit-railroad-police/): 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…
- [Translator Interpreter](https://domainexperts.dev/roles/translator-interpreter/): translating a technical/legal/marketing document, deciding between light and full machine-translation post-editing, choosing simultaneous vs consecutive interpretation for an…
- [Transportation Planner](https://domainexperts.dev/roles/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…
- [Tutor](https://domainexperts.dev/roles/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…
- [Upholsterer](https://domainexperts.dev/roles/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…
- [Urban Regional Planner](https://domainexperts.dev/roles/urban-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…
- [Word Processor Typist](https://domainexperts.dev/roles/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…
- [Zoologist Wildlife Biologist](https://domainexperts.dev/roles/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…

## Optional

- [Sitemap](https://domainexperts.dev/sitemap.xml): every page with last-modified dates.
- [Feed](https://domainexperts.dev/feed.xml): newly added roles.
- [Roadmap](https://github.com/wonsukchoi/domain-experts/blob/main/ROADMAP.md): requested roles not yet written.