wonsukchoi
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- ▌ Recycling Coordinator · wonsukchoi bundleUse when a task needs the judgment of a recycling coordinator — setting or defending a contamination-reduction target against a materials recovery facility (MRF) contract's rejection bands, designing a public-education campaign to change set-out behavior, deciding single-stream vs. dual-stream collection tradeoffs, evaluating a hauler/MRF contract renewal under commodity-price volatility, or reporting program diversion-rate performance to elected officials.
- ▌ Respiratory Therapist · wonsukchoi bundleUse when a task needs the judgment of a respiratory therapist — titrating mechanical ventilator settings against ABG and plateau-pressure targets, running and interpreting a spontaneous breathing trial for extubation readiness, titrating supplemental oxygen in a chronic CO2 retainer, or troubleshooting a sudden ventilator alarm or desaturation at the bedside.
- ▌ Rv Service Technician · wonsukchoi bundleUse when a task needs senior RV-service-technician judgment — leak-testing an LP-gas system before returning it to service, diagnosing a roof-seal or water-intrusion complaint before it reaches structural delamination, correcting a slide-out racking or binding complaint, diagnosing a 12V/120V converter-or-inverter electrical fault, or winterizing a fresh-water and plumbing system.
- ▌ Shoe Machine Operator · wonsukchoi bundleUse when a task needs the judgment of a Shoe Machine Operator/Tender — inspecting last/tooling condition before a production run since wear produces a batch-wide sizing defect rather than an isolated unit issue, verifying lasting tension against the specified range for the current material, sampling sole bond strength at intervals throughout a running batch rather than only visual inspection at completion, and limiting containment scope to the units produced since a defect's actual onset rather than the full batch.
- ▌ Small Engine Mechanic · wonsukchoi bundleUse when a task needs the judgment of a Small Engine Mechanic — diagnosing a 2-stroke engine that won't idle, bogs, or smokes heavily, correcting a customer's fuel oil-mix ratio math, adjusting a diaphragm or float-type carburetor to spec, evaluating whether stale ethanol fuel varnished a carburetor after seasonal storage, or planning parts-stocking and staffing across the inverse spring mower and fall/winter snowblower service rushes.
- ▌ Social Work Professor · wonsukchoi bundleUse when a task needs the judgment of a tenure-track/tenured Social Work Professor in a CSWE-accredited BSW/MSW program — designing or mapping a practice course to EPAS competencies, deciding whether a field placement or agency partnership is accreditation-safe, weighing a field-liaison/service load against a tenure clock, or sizing program enrollment against field-education capacity.
- ▌ Statistical Assistant · wonsukchoi bundleUse when a task needs the judgment of a Statistical Assistant — designing a data-collection form for consistency, running double-entry verification and reconciling discrepancies, applying range/consistency checks before data is released for analysis, maintaining a dataset codebook, or producing a basic tabulation/cross-tab under a researcher's specification.
- ▌ Surgical Technologist · wonsukchoi bundleUse when a task needs the judgment of a Certified Surgical Technologist — setting up and defending a sterile field, resolving a sponge/sharp/instrument count discrepancy, sequencing instruments for a procedure from a preference card, deciding whether immediate-use steam sterilization is appropriate, or handling a surgical specimen at the field.
- ▌ Tire Repairer Changer · wonsukchoi bundleUse when a task needs the judgment of a Tire Repairer and Changer — deciding whether a puncture is safely repairable, choosing between plug, patch, and combination repair, refusing a load-range or speed-rating substitution a customer wants, sequencing lug-nut torque on a wheel reinstall, and clearing TPMS after tire service.
- ▌ Veterinary Technician · wonsukchoi bundleUse when a task needs the judgment of a veterinary technician — calculating a drug or CRI dose and converting it to a pump rate, monitoring anesthetic depth and capnography/vital-sign trends during a procedure, staging periodontal disease from probe readings to decide scale-only vs. extraction referral, or selecting radiographic technique and positioning for a diagnostic-quality image.
- ▌ Word Processor Typist · wonsukchoi bundleUse when a task needs the judgment of a word processor/typist — transcribing dictation or handwritten drafts into a formatted document, applying a style template consistently across a long document, reconciling which of several draft versions is the approved one before finalizing, or catching a transcription ambiguity before it ships as a wrong word.
- ▌ Workover Rig Operator · wonsukchoi bundleUse when a task needs the judgment of a Workover Rig Operator — deciding whether a "dead" well is actually dead before breaking a connection, computing kill-weight fluid for a trapped-pressure well, judging when a stuck tubing/rod string has hit its safe overpull limit versus needs fishing tools, reconciling a tubing tally against expected plug or perforation depth, or sequencing a pulling-unit job (rig-up, BOP test, pull, swab, kill) around well-control and line-of-fire hazards.
- ▌ Domain Expert Router · wonsukchoiUse whenever the user asks you to act as, consult, or reason like a specific job role/domain expert (e.g. "review this like a CFO," "what would a UX designer say," "act as a contracts lawyer") and this repo's roles/ directory is available. Finds the best-matching role SKILL.md and adopts it, or honestly reports the gap if none exists.
- ▌ Agricultural Inspector · wonsukchoi bundleUse when a task needs the judgment of an Agricultural Inspector — grading a lot of produce against a USDA grade standard's defect tolerances, evaluating agricultural water test results against FSMA microbial thresholds, checking a pesticide residue result against the commodity-specific EPA tolerance, deciding whether a finding warrants a stop-sale order versus a corrective-action letter, or verifying a facility's traceability records against a recall deadline.
- ▌ Air Traffic Controller · wonsukchoi bundleUse when a task needs the judgment of an air traffic controller — sequencing and spacing arrivals/departures, resolving a projected loss of separation, applying wake-turbulence separation between mismatched aircraft categories, deciding when to query a read-back, or working a facility through a saturation/traffic-management event.
- ▌ Allergist Immunologist · wonsukchoi bundleUse when a task needs the judgment of an allergist/immunologist — interpreting a skin-prick or specific-IgE result against pretest probability, working up a "penicillin allergy" label for delabeling before a needed antibiotic, managing anaphylaxis and biphasic-reaction risk, stepping asthma therapy up or down, or evaluating suspected primary immunodeficiency.
- ▌ Audio Video Technician · wonsukchoi bundleUse when a task needs the judgment of an audio and video technician — setting up and operating audio/video equipment for a live event (concert, conference, keynote, broadcast remote), coordinating wireless mic frequencies on site, diagnosing a live audio/video signal-chain failure during a show, or sequencing a load-in against a fixed doors-open deadline.
- ▌ Bill Account Collector · wonsukchoi bundleUse when a task needs the judgment of a bill and account collector — prioritizing a delinquent-account portfolio by recovery likelihood, structuring a payment plan against a debtor's stated ability to pay, drafting an FDCPA/Reg F-compliant collection communication, handling a cease-and-desist or debt dispute, or deciding when an account should be written off or referred to legal.
- ▌ Calibration Technician · wonsukchoi bundleUse when a task needs the judgment of a Calibration Technologist/Technician — computing a Test Uncertainty Ratio (TUR) and deciding whether it meets the 4:1 target, building a measurement uncertainty budget (Type A/Type B, GUM-style) for a calibration, tracing a reference standard's chain of custody to NIST/SI, setting or adjusting a calibration interval from in-tolerance/out-of-tolerance history, or writing the accept/reject call and guard-banded pass/fail on a calibration certificate.
- ▌ Climate Policy Analyst · wonsukchoi bundleUse when a task needs the judgment of a climate change policy analyst — evaluating a proposed emissions rule's cost-benefit case, comparing carbon-pricing instruments (tax vs. cap-and-trade), drafting regulatory comment letters or legislative issue briefs, or assessing whether a climate proposal survives legal/political feasibility review.
- ▌ Conservation Scientist · wonsukchoi bundleUse when a task needs the judgment of a Conservation Scientist — writing or reviewing a rangeland/forest conservation plan, calculating stocking rate or carrying capacity against a proposed grazing or timber plan, scoping a prescribed-fire prescription, resolving a multi-use land-allocation conflict on public or private land, or assessing range/forest condition trend from monitoring data.
- ▌ Crossing Guard Flagger · wonsukchoi bundleUse when a task needs the judgment of a crossing guard or traffic flagger — siting a school crossing or work-zone flagger station, choosing high-visibility apparel class and taper length for a lane closure, deciding whether a crossing needs an adult guard versus a signal, or writing site-specific positioning instructions for a new location.
- ▌ Database Administrator · wonsukchoi bundleUse when a task needs senior database-administrator judgment — diagnosing replication lag or a stalled query, sizing a connection pool or index, planning a schema migration on a live table, running backup/restore and failover drills, or triaging a production incident traced to the database.
- ▌ Dietitian Nutritionist · wonsukchoi bundleUse when a task needs the judgment of a Registered Dietitian Nutritionist — calculating caloric/macronutrient needs for a clinical case, designing a medical-nutrition-therapy plan for a disease-specific condition (renal, diabetic, oncology), setting an enteral or parenteral feeding prescription, or screening/triaging malnutrition risk.
- ▌ Environmental Engineer · wonsukchoi bundleUse when a task needs the judgment of an environmental engineer — designing or sizing a wastewater/water treatment process, drafting or reviewing an NPDES or Title V air permit application, scoping a contaminated-site remediation (RI/FS), evaluating whether a process change triggers a permit modification, or checking a discharge/emissions dataset against regulatory limits.
- ▌ Fishing Hunting Worker · wonsukchoi bundleUse when a task needs the judgment of a Fishing and Hunting Worker — deciding whether to fish in marginal weather against a quota deadline, reading vessel stability and freeboard margin, running crew-share trip economics against fuel and bait costs, managing bycatch caps and gear compliance (TEDs/BRDs), or responding to cold-water man-overboard risk.
- ▌ Foundry Mold Coremaker · wonsukchoi bundleUse when a task needs the judgment of a Foundry Mold and Coremaker — computing pattern dimensions from an alloy-specific shrink rule, sizing a riser via the modulus method to confirm it solidifies after the section it feeds, isolating whether a gas defect traces to sand moisture, core binder gassing, or vent inadequacy, or calculating actual casting yield rather than comparing scrap counts alone.
- ▌ Freight Material Mover · wonsukchoi bundleUse when a task needs the judgment of a Freight, Stock, and Material Mover (hand freight loader) — hand-loading or unloading an LTL or full-truckload trailer, verifying a dock leveler's lock and rated capacity before equipment crosses it, distributing freight weight across axle groups to stay inside Bridge Formula limits, blocking and bracing irregular or mixed freight against in-transit shift, or checking a lift against NIOSH thresholds for an asymmetric, poorly-gripped load.
- ▌ Gambling Booth Cashier · wonsukchoi bundleUse when a task needs the judgment of a gambling change person or booth cashier — reconciling a slot-booth bank at shift end, deciding whether a jackpot hand pay needs a W-2G and supervisor sign-off, validating or declining a suspect TITO ticket, logging a patron's cash-out toward the property's MTL threshold, or working a fill slip against a hopper.
- ▌ Health Safety Engineer · wonsukchoi bundleUse when a task needs the judgment of a Health and Safety Engineer — sizing a machine-guarding safeguard distance from measured stop time, scoring a hazard on a risk assessment matrix and deciding whether a control is sufficient, running or scheduling a process hazard analysis (PHA/HAZOP) on a covered chemical process, evaluating a lockout/tagout or confined-space engineering control, or reconciling an OSHA recordable incident rate against a proposed capital fix. Distinct from an occupational-health-safety-specialist (owns exposure monitoring, industrial hygiene sampling, incident investigation) and a fire-prevention-and-protection engineer (owns fire suppression and detection system design) — this role owns engineering out mechanical, chemical-process, and energy hazards at the design and control-selection stage.
- ▌ Hearing Aid Specialist · wonsukchoi bundleUse when a task needs the judgment of a hearing aid specialist (hearing instrument dispenser) — screening a patient's case history against FDA referral conditions before fitting, selecting and programming a device against a prescriptive target, verifying a fitting with real-ear measurement, troubleshooting a return/complaint (feedback, occlusion, "tinny" sound, poor hearing-in-noise), or pricing a device against a bundled-vs-itemized model.
- ▌ Hotel Motel Desk Clerk · wonsukchoi bundleUse when a task needs the judgment of a Hotel/Motel Desk Clerk — resolving a walk (an arriving guest with no room) at check-in, verifying a rate-code discrepancy against the PMS, optimizing room assignment against housekeeping status and guest requests, or deciding compensation within (or beyond) authority limits during a service failure.
- ▌ Human Factors Engineer · wonsukchoi bundleUse when a task needs the judgment of a Human Factors Engineer/Ergonomist — computing a NIOSH Lifting Index for a manual-material-handling task, scoring a workstation posture with RULA or REBA, sizing a workstation, reach, or clearance dimension against ANSI/HFES 100 anthropometric percentiles, evaluating an interface's speed-accuracy tradeoff with Fitts's Law, or running a usability test and interpreting a System Usability Scale score against a task-error rate. Distinct from a health-safety-engineer (owns mechanical/chemical/energy hazard elimination) and a commercial-industrial-designer (owns product form and manufacturability) — this role owns the fit between human capability (physical and cognitive) and a task, tool, or interface.
- ▌ Landscaping Supervisor · wonsukchoi bundleUse when a task needs the judgment of a Landscaping Supervisor — building a daily multi-crew mow/maintenance route, deciding whether to call off spraying or mowing for weather, job-costing a route that's bleeding margin to drive time, staffing a licensed-applicator ratio across crews, or handling an equipment-safety incident or seasonal-labor shortfall.
- ▌ Loan Interviewer Clerk · wonsukchoi bundleUse when a task needs the judgment of a loan interviewer/processor — verifying a loan application's document completeness against investor guidelines, tracking and clearing underwriting conditions, sourcing a large deposit or gap in employment history, or drafting a conditions-needed letter to a borrower. Distinct from loan-officer (owns qualification math, product structuring, and disclosure-timing decisions) — this role verifies and assembles the file loan-officer and underwriting rely on, it doesn't qualify or price the loan.
- ▌ Manufacturing Engineer · wonsukchoi bundleUse when a task needs the judgment of a Manufacturing Engineer — designing or diagnosing a workholding/fixture against a print's GD&T datum scheme, running or reading a process capability study (Cpk/Ppk) and deciding whether a process is fit to release, computing a tolerance stack-up to decide worst-case versus statistical (RSS) tolerancing, building or reviewing a PFMEA and control plan for a new process, or computing OEE to separate a real capacity shortfall from a performance or quality loss. Distinct from an industrial-engineer (owns labor/line balancing against takt time, facility layout, time standards) and a quality-control-systems-manager (owns the QMS, non-conformance disposition, and batch-release decision) — this role owns the process and tooling engineering that makes a print's tolerances physically achievable and repeatable.
- ▌ Meter Reader Utilities · wonsukchoi bundleUse when a task needs the judgment of a utility meter reader — investigating a consumption anomaly against a seasonal baseline, deciding whether a low or zero read is a tamper indicator versus a benign explanation, reconciling accumulated estimated reads against a new actual read, or recognizing a field safety hazard before proceeding with a read.
- ▌ Moving Crew Supervisor · wonsukchoi bundleUse when a task needs the judgment of a Moving Crew Supervisor (van line or local moving company foreman) — confirming whether a shipment's estimate is binding or non-binding before the truck loads, deciding how much can legally be collected at delivery once the actual weight comes in over estimate, calling a team-lift or mechanical-aid decision on an oversized item, writing up an additional-service order for items added after the bill of lading was signed, or handling a damage claim under released-value versus full-value protection.
- ▌ Naturopathic Physician · wonsukchoi bundleUse when a task needs the judgment of a licensed naturopathic physician (ND) — sequencing a treatment plan through the therapeutic order, checking a botanical/supplement against a patient's existing pharmaceuticals for interactions, deciding what falls inside versus outside a given state's licensed scope of practice, distinguishing a functional lab target from the lab's printed reference range, or writing a co-management referral to a prescribing physician. A reasoning aid modeling how a naturopathic physician thinks, not a substitute for a licensed provider, and never a diagnosis or treatment recommendation for a real person.
- ▌ Occupational Therapist · wonsukchoi bundleUse when a task needs the judgment of an occupational therapist — assessing activities-of-daily-living (ADL) independence after injury or illness, recommending adaptive equipment or home modifications, selecting a cognitive-rehabilitation approach after a neurologic event, or building a return-to-work/return-to-independent-living functional-capacity case.
- ▌ Patient Representative · wonsukchoi bundleUse when a task needs the judgment of a Patient Representative — triaging a patient complaint into complaint vs. grievance, running a service-recovery conversation after a bad experience, routing a billing dispute against a Good Faith Estimate, or verifying who is authorized to receive a patient's information.
- ▌ Pension Scheme Manager · wonsukchoi bundleUse when a task needs the judgment of a pension scheme manager — assessing funded status and its sensitivity to discount rate moves, setting or adjusting a liability-driven investing glide path, evaluating whether an asset manager mandate is adding liability-relative value, weighing an accelerated contribution against ongoing underfunding penalties, or advising trustees on a de-risking decision after a sponsor credit event.
- ▌ Plasterer Stucco Mason · wonsukchoi bundleUse when a task needs the judgment of a plasterer / stucco mason — laying out control joints on a large stucco elevation, scheduling cure time between scratch/brown/finish coats against a construction deadline, specifying weather-resistive-barrier and lath detailing behind stucco, setting a weep-screed/flashing detail at the base of a wall, or diagnosing a moisture-intrusion or cracking failure in traditional stucco or EIFS.
- ▌ Postsecondary Educator · wonsukchoi bundleUse when a task needs the judgment of a Postsecondary Educator — designing a course from learning objectives backward, building or applying a grading rubric, responding to a grade appeal or academic-integrity case, or allocating time across a teaching/research/service load.
- ▌ Private Household Cook · wonsukchoi bundleUse when a task needs the judgment of a private household cook — building or rebuilding a family food profile after a new health diagnosis, planning weekly meals across multiple conflicting diets in one house, managing an evolving grocery budget with an estate manager, handling discretion/NDA boundaries in a high-net-worth household, or diagnosing why a placement is at risk of ending.
- ▌ Psychiatric Technician · wonsukchoi bundleUse when a task needs the judgment of a psychiatric technician on an inpatient or residential behavioral-health unit — running milieu rounds and observation levels, scoring escalation risk and choosing a de-escalation response, deciding when a restraint/seclusion episode is and isn't justified, or distinguishing a medication side effect (akathisia, NMS) from psychiatric agitation. US practice default. A reasoning aid, not medical advice.
- ▌ Radio Tower Technician · wonsukchoi bundleUse when a task needs senior radio/cellular/tower-technician judgment — deciding whether an RF power-down authorization from a carrier NOC (network operations center) is actually sufficient before a climber works near a live antenna, validating a tower-specific rescue plan before a climb, diagnosing a failed VSWR or PIM reading after antenna installation, or triaging an obstruction-light outage against the FAA notification clock.
- ▌ Recreation Coordinator · wonsukchoi bundleUse when a task needs the judgment of a Recreation Coordinator — designing or staffing a day-camp or community-center program, setting supervision ratios for an activity or field trip, writing an incident report or emergency action plan, deciding whether to modify or cancel an activity for weather or a staffing shortfall, or building an inclusion accommodation for a participant with a disability.
- ▌ Recreational Therapist · wonsukchoi bundleUse when a task needs the judgment of a Certified Therapeutic Recreation Specialist (CTRS) — writing or auditing a recreational-therapy goal, deciding whether a leisure/activity intervention counts as billable treatment versus diversion, grading an activity for a dementia or behavioral-health client who is disengaging, or planning discharge/community-reintegration handoff.
- ▌ Retail Sales Associate · wonsukchoi bundleUse when a task needs the judgment of a Retail Sales Associate — diagnosing a slow-sales day or week on the floor, coaching add-on/upsell technique, handling a return or no-receipt exchange, reading a shrink or loss-prevention exception report, or planning floor coverage around peak traffic.
- ▌ Rfid Device Specialist · wonsukchoi bundleUse when a task needs the judgment of an RFID Device Specialist — running a site RF survey before a warehouse or retail RFID deployment, diagnosing a degraded read rate or dead zone on an installed portal, selecting tag/reader/antenna configurations against FCC/ETSI power limits, or bridging RFID event data into a legacy WMS/ERP that can't ingest it natively.
- ▌ Securities Sales Agent · wonsukchoi bundleUse when a task needs the judgment of a securities/financial-services sales agent — comparing mutual-fund share classes for a client's holding period, structuring a commission-vs-fee disclosure, building a prospecting/book-of-business growth plan, evaluating an annuity recommendation under Reg BI, or drafting a suitability file.
- ▌ Telecom Line Installer · wonsukchoi bundleUse when a task needs the judgment of a telecommunications line installer/repairer — calculating an OTDR (optical time-domain reflectometer) loss budget for a new fiber run, sequencing pole attachment and make-ready coordination with a power utility on a joint-use pole, diagnosing a fault from OTDR traces before dispatching a truck, or evaluating whether a splice closure or bend-radius shortcut is actually safe to ship.
- ▌ Tool Grinder Sharpener · wonsukchoi bundleUse when a task needs the judgment of a Tool Grinder, Filer, or Sharpener — reading a wear pattern as diagnostic information about its underlying cause before regrinding, verifying restored relief/rake angle geometry against the tool's original specification rather than just producing a sharp-looking edge, calculating regrind depth to clear subsurface damage rather than the visible edge alone, or managing heat during grinding since the tool itself is the workpiece whose hardness is at stake.
- ▌ Translator Interpreter · wonsukchoi bundleUse when a task needs the judgment of a translator or interpreter — translating a technical/legal/marketing document, deciding between light and full machine-translation post-editing, choosing simultaneous vs consecutive interpretation for an assignment, resolving an ambiguous or untranslatable source term, or preparing a certified translation for a legal/immigration/court requirement.
- ▌ Transportation Planner · wonsukchoi bundleUse when a task needs the judgment of a Transportation Planner — assembling or fiscally constraining a Metropolitan Transportation Plan (MTP) or TIP project list, scoring and prioritizing capital projects against adopted criteria, validating a travel demand model against traffic counts, running an environmental-justice/Title VI benefits-burdens check on a project list, or writing a corridor study's purpose-and-need statement ahead of NEPA.
- ▌ Urban Regional Planner · wonsukchoi bundleUse when a task needs the judgment of an Urban and Regional Planner — reviewing a rezoning or variance application against a comprehensive plan, sizing a traffic/parking impact from a proposed density change, running a fiscal-impact analysis on a development proposal, drafting a zoning-text-amendment recommendation, or preparing a staff report for a planning commission or council hearing.
- ▌ Warehouse Order Filler · wonsukchoi bundleUse when a task needs the judgment of a Stocker or Order Filler — reading a pick list against warehouse slotting logic, sequencing a multi-line batch pick, applying FIFO/FEFO rotation on dated inventory, checking a lift against ergonomic lifting-index thresholds, or deciding whether a pace-vs-accuracy tradeoff should be flagged before it ships as a customer-facing error.
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- ▌ Agricultural Technician · wonsukchoi bundleUse when a task needs the judgment of an Agricultural Technician — designing a soil, tissue, or seed sampling plan, interpreting pest scouting counts against an economic threshold, calibrating spray/seeding equipment, or troubleshooting a field data discrepancy before it reaches the agronomist or scientist who acts on it.
- ▌ Auto Service Technician · wonsukchoi bundleUse when a task needs senior auto-service-technician judgment — diagnosing a check-engine-light or drivability complaint from DTCs and live data, deciding whether a code-named part actually needs replacing or the fault lies upstream, scoping a flat-rate repair order and labor time, choosing warranty vs. customer-pay job costing, or separating a genuinely needed repair from an upsell.
- ▌ Chemical Plant Operator · wonsukchoi bundleUse when a task needs the judgment of a Chemical Plant and System Operator — reconciling a batch's mass balance to catch a leak or unaccounted reaction that individually normal readings would miss, responding to an early exotherm temperature trend before it accelerates, prioritizing simultaneous alarms by consequence severity rather than order of occurrence, or flagging a combination of near-limit variables that no single-variable check would catch.
- ▌ Community Health Worker · wonsukchoi bundleUse when a task needs the judgment of a Community Health Worker — screening a client for social-determinants-of-health barriers, triaging a referral to housing/food/transportation resources, translating a clinical instruction into a teach-back-verified action plan, or deciding whether a no-show pattern signals disengagement or an unaddressed barrier.
- ▌ Crop Nursery Farmworker · wonsukchoi bundleUse when a task needs the judgment of a crop, nursery, or greenhouse farmworker — judging harvest timing/ripeness by crop, reconciling piece-rate earnings against the minimum-wage or AEWR floor, deciding whether it's safe to re-enter a pesticide-treated field or greenhouse, managing heat-illness risk during peak-season labor, or running greenhouse IPM scouting and climate setpoint checks.
- ▌ Eligibility Interviewer · wonsukchoi bundleUse when a task needs the judgment of an eligibility interviewer for government benefit programs — calculating household income against a means-tested program's limits, determining household composition for benefit purposes, judging whether submitted verification documents are sufficient, or distinguishing a documentation gap from a fraud indicator.
- ▌ Environmental Economist · wonsukchoi bundleUse when a task needs the judgment of an Environmental Economist — valuing a non-market environmental good (clean air, a wetland, an endangered species) for a benefit-cost analysis, building a regulatory impact analysis (RIA) for a pollution rule, sizing natural resource damages after a spill or contamination event, or picking a discount rate for a policy with cost and benefit streams decades apart.
- ▌ Environmental Scientist · wonsukchoi bundleUse when a task needs the judgment of an environmental scientist — scoping or reviewing a Phase I/Phase II environmental site assessment, interpreting soil or groundwater sampling results against regulatory action levels, drafting an environmental impact statement or NEPA scoping document, running a contaminant fate-and-transport screening calc, or assessing ecological risk to a receptor.
- ▌ Farm Equipment Mechanic · wonsukchoi bundleUse when a task needs the judgment of a Farm Equipment Mechanic — diagnosing an ECU fault code on a combine or tractor before swapping parts, pressure-testing a hydraulic circuit on a planter or sprayer, troubleshooting a PTO or ISOBUS/CAN-bus communication fault, triaging a harvest-season breakdown against dealer-only diagnostic tool access, or scoping a pre-season inspection program against in-season failure risk.
- ▌ Food Preparation Worker · wonsukchoi bundleUse when a task needs food-preparation-worker judgment — building tomorrow's prep list from a covers forecast, converting a yield percentage into an order quantity, labeling and rotating stock under FIFO, sequencing cuts to minimize danger-zone dwell time, or deciding whether a batch is still safe to use.
- ▌ Food Science Technician · wonsukchoi bundleUse when a task needs the judgment of a Food Science Technician — troubleshooting an out-of-spec lab result before it triggers a batch hold, verifying instrument calibration mid-run, executing HACCP CCP or environmental (Listeria) monitoring per SOP, or running and interpreting a sensory difference test.
- ▌ Food Service Supervisor · wonsukchoi bundleUse when a task needs the judgment of a shift-level food service supervisor — building or fixing a labor schedule against sales-per-labor-hour targets, deciding how to cover a no-show or no-call mid-shift, approving a comp/void or cash-drawer variance, running an opening/closing checklist, or de-escalating a customer complaint or minor-labor scheduling conflict on the floor.
- ▌ Garment Textile Presser · wonsukchoi bundleUse when a task needs the judgment of a Presser, Textile, Garment, and Related Materials — confirming a garment's actual fiber content before setting press parameters rather than assuming from garment type, treating pressing as a specific heat/pressure/dwell window to hit rather than "press longer when in doubt," verifying garment positioning on the press form before applying heat since a heat-set defect is difficult to reverse, and testing an unfamiliar fabric on an inconspicuous area before committing to a full batch.
- ▌ Home Appliance Repairer · wonsukchoi bundleUse when a task needs the judgment of a Home Appliance Repairer — diagnosing a refrigerator, washer, dryer, dishwasher, or range fault from a customer's symptom description, deciding repair vs. replace on an aging unit, sequencing truck-stock parts to fix a call in one visit, checking a unit against an open safety recall before billing a repair, or scoping sealed-system refrigerant work under EPA rules.
- ▌ Investment Fund Manager · wonsukchoi bundleUse when a task needs the judgment of an Investment Fund Manager — making or evaluating a portfolio allocation decision, assessing a fund's risk exposure, deciding on a buy/sell/hold call, or communicating fund performance and strategy to investors/limited partners.
- ▌ Locksmith Safe Repairer · wonsukchoi bundleUse when a task needs the judgment of a Locksmith and Safe Repairer — verifying authority before a lockout or entry job, deciding rekey vs. cylinder replacement, designing or repairing a master key system, translating a safe-buying question into a burglary/fire rating class, or scoping a lost-combination safe job.
- ▌ Loss Prevention Manager · wonsukchoi bundleUse when a task needs the judgment of a Loss Prevention Manager — decomposing a shrink number into external/internal/administrative/vendor causes, triaging exception-based-reporting (EBR) flags into an investigation, deciding whether a shoplifting or refund-fraud case meets the evidentiary bar for apprehension, investigating suspected employee theft or collusion, or building the case for loss-prevention technology/staffing spend against measured ROI.
- ▌ Mental Health Counselor · wonsukchoi bundleUse when a task needs the judgment of a Mental Health Counselor — running a suicide risk assessment and safety plan, choosing between CBT/DBT/MI for a presenting problem, deciding whether a case needs a level-of-care step-up (IOP/inpatient) or a psychiatry referral, writing a defensible progress note, or navigating a duty-to-warn situation.
- ▌ Music Director Composer · wonsukchoi bundleUse when a task needs the judgment of a Music Director/Composer — spotting and scoring a film or TV cue against picture, budgeting a recording session or rehearsal cycle against a fixed number of union services, programming a concert or season against rental and rehearsal-time constraints, or reviewing a scoring/licensing deal for backend royalty exposure.
- ▌ Office Machine Operator · wonsukchoi bundleUse when a task needs the judgment of an office machine operator — running a high-volume copy/print job, triaging a jam or malfunction against calling for service, reconciling a postage meter after a mailing run, or scheduling paper stock and setup time across a day's queue of jobs.
- ▌ Physical Therapist Aide · wonsukchoi bundleUse when a task needs the judgment of a physical therapist aide — prepping and reset of treatment rooms between patients, applying pre-set thermal modalities (hot pack, cold pack, paraffin) within safety parameters, assisting patient transport/transfers under supervision, or classifying whether a requested task falls inside or outside the aide's delegable scope. Narrower than physical-therapist-assistant (licensed, treats independently under general supervision) — this role is unlicensed and everything patient-facing requires the supervising PT/PTA physically present.
- ▌ Printing Press Operator · wonsukchoi bundleUse when a task needs the judgment of a Printing Press Operator — diagnosing whether a color drift is a dot-gain problem versus a general density problem, deciding whether measured registration error is within tolerance for process-color work, recalibrating press settings when a job moves to a different substrate, or deciding whether a makeready-approved run still needs mid-run spot-checks.
- ▌ Proofreader Copy Marker · wonsukchoi bundleUse when a task needs the judgment of a proofreader — running a final pre-print/pre-publish accuracy pass on a laid-out proof, marking corrections with standard proofreader's marks, checking style-guide consistency, distinguishing a typo from a factual error that needs escalation, or verifying that a prior round's corrections were applied without introducing new errors.
- ▌ Quality Control Analyst · wonsukchoi bundleUse when a task needs the judgment of a Quality Control Analyst — investigating an out-of-specification (OOS) or out-of-trend (OOT) lab result, deciding whether to invalidate a result or escalate an investigation, reading a control chart for a special-cause signal, checking whether a sampling plan actually supports a lot-disposition call, or reviewing a batch record/CoA for a data-integrity gap.
- ▌ Radiologic Technologist · wonsukchoi bundleUse when a task needs the judgment of a radiologic technologist — selecting and adjusting exposure technique for a diagnostic X-ray, deciding whether an image is diagnostic or needs a repeat, positioning a trauma or non-ambulatory patient, or applying ALARA and shielding decisions during a radiographic exam.
- ▌ Retail Store Supervisor · wonsukchoi bundleUse when a task needs the judgment of a Retail Store Supervisor — building a shift schedule against the traffic curve, diagnosing a conversion-rate or shrink miss, running a floor coaching or corrective conversation, triaging an opening/closing cash-count discrepancy, or complying with predictive-scheduling law when a shift needs a last-minute change.
- ▌ Sales Account Executive · wonsukchoi bundleUse when a task needs the judgment of a B2B sales account executive — qualifying a deal, handling objections, negotiating terms, forecasting pipeline, or deciding whether/how to pursue an opportunity.
- ▌ School Career Counselor · wonsukchoi bundleUse when a task needs the judgment of a School (Educational, Guidance, and Career) Counselor — stating the limits of confidentiality to a student before a substantive disclosure, triaging whether a student's presenting issue fits brief school-based support or needs an outside clinical referral, applying a mandated-reporting threshold without weighing it against rapport concerns, reasoning through the multi-year consequences of a course/track placement decision, or defending counseling time against non-counseling duty creep using caseload and ASCA-model data.
- ▌ Septic Sewer Technician · wonsukchoi bundleUse when a task needs the judgment of a Septic and Sewer Service Technician — deciding whether a septic tank needs pumping now from sludge/scum measurements, diagnosing a recurring sewer-line backup with a camera before re-snaking it again, selecting hydro-jetter nozzle and pressure for a mainline blockage, or telling a full tank apart from a failing drainfield.
- ▌ Sewing Machine Operator · wonsukchoi bundleUse when a task needs the judgment of a Sewing Machine Operator — diagnosing a stitch quality issue by checking bobbin tension relative to top tension, selecting needle type and seam construction matched to a fabric's actual weight and stretch behavior, deciding whether a higher stitch density improves or weakens a seam on lightweight fabric, or verifying a seam's stretch performance before committing to full bundle production.
- ▌ Slaughterer Meat Packer · wonsukchoi bundleUse when a task needs the judgment of a Slaughterer and Meat Packer — verifying stunning effectiveness per animal rather than trusting equipment operating normally, treating evisceration technique as the primary contamination control rather than relying on post-cut inspection, confirming actual carcass deep-tissue temperature within the required chilling window rather than chiller setpoint alone, or matching line speed to what inspection at each station can actually support.
- ▌ Solar Thermal Installer · wonsukchoi bundleUse when a task needs the judgment of a Solar Thermal Installer — sizing a solar storage tank against collector aperture area, specifying propylene glycol concentration against a site's design-low temperature, choosing a double-wall versus single-wall heat exchanger for potable-water code compliance, sizing an expansion tank and pressure relief valve for collector stagnation, or choosing drainback versus pressurized-glycol loop configuration.
- ▌ Transit Railroad Police · wonsukchoi bundleUse when a task needs the judgment of a Transit and Railroad Police officer — deciding whether to request an emergency train hold and track power-down before approaching a person on the roadbed, working a scene where jurisdiction runs along railroad property rather than a municipal boundary, sizing an enforcement response to fare evasion versus a felony call, or handling an unattended-item report at a station.
- ▌ Transportation Engineer · wonsukchoi bundleUse when a task needs the judgment of a Transportation Engineer (PE) — running an HCM capacity/level-of-service analysis for a signalized or unsignalized intersection, checking stopping/intersection sight distance against AASHTO Green Book standards, sizing and warranting a left- or right-turn lane, building a traffic impact study's trip generation/distribution/assignment chain, or deciding between geometric mitigation, a turn lane, and a signal for a capacity or safety deficiency.
- ▌ Wind Turbine Technician · wonsukchoi bundleUse when a task needs senior wind-turbine-service-technician judgment — deciding whether a climb/rescue plan is valid to proceed on a given tower today, reading gearbox oil analysis or SCADA vibration trends to schedule a repair before failure, setting or verifying tower- and blade-bolt torque/re-torque procedure, or triaging a lightning-strike or drivetrain-alarm event.
- ▌ Administrative Law Judge · wonsukchoi bundleUse when a task needs the judgment of an Administrative Law Judge, Adjudicator, or Hearing Officer — applying a mandatory sequential/structured evaluation framework in required order, weighing conflicting medical or vocational opinion evidence using specific regulatory factors, writing findings that explicitly address significant contrary evidence in the record, drafting a credibility/consistency finding tied to specific record citations, or checking whether a draft decision would survive substantial-evidence review.
- ▌ Bioinformatics Scientist · wonsukchoi bundleUse when a task needs the judgment of a Bioinformatics Scientist — designing a differential-expression or GWAS analysis with correct multiple-testing correction, calling and triaging variants from NGS data using genotype-likelihood confidence rather than raw allele counts, interpreting a BLAST/DIAMOND homology search, choosing or building a genomics pipeline (aligner, caller, normalization method) for a specific data-generating process, or judging whether a computational-biology analysis's statistical design actually supports the biological claim being made. Distinct from a bioinformatics-technician (executes and QC-gates an established pipeline someone else designed) and a data-scientist (general product/experimentation judgment, not genomics-specific statistics) — this role owns which method and statistical model a genomics question requires, and why.
- ▌ Biomass Plant Technician · wonsukchoi bundleUse when a task needs the judgment of a Biomass Plant Technician — adjusting combustion parameters in response to actual measured fuel moisture content rather than a fixed setpoint, diagnosing a fuel feed interruption as mechanical bridging rather than a combustion issue, adjusting soot-blowing frequency to actual observed slagging conditions rather than a fixed calendar schedule, or monitoring emissions more actively given fuel batch variability rather than a "set and monitor occasionally" approach appropriate for consistent fossil fuel.
- ▌ Chief Technology Officer · wonsukchoi bundleUse when a task needs the judgment of a Chief Technology Officer — deciding build vs buy for a core system, choosing whether an architecture bet is worth a full rewrite, sizing an SLA/uptime commitment against engineering cost, structuring engineering teams around a product roadmap, or writing the technical risk section of a board update.
- ▌ Computer Systems Analyst · wonsukchoi bundleUse when a task needs the judgment of a Computer Systems Analyst — running requirements elicitation and gap analysis against a target system, writing a feasibility study for a build-vs-buy-vs-customize decision, designing a system integration approach (point-to-point vs middleware vs API-led), scoping data-migration risk before a cutover, or choosing between phased and big-bang implementation strategies.
- ▌ Customer Success Manager · wonsukchoi bundleUse when a task needs the judgment of a Customer Success Manager — driving product adoption after the sale, assessing renewal/churn risk, handling an at-risk account, or deciding how to prioritize limited attention across a book of accounts.