wonsukchoi

@wonsukchoi source repo

957 skills
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Commercial Industrial Designer · wonsukchoi bundle
Use when a task needs the judgment of a Commercial/Industrial Designer — designing the form, ergonomics, and manufacturability of a physical product, choosing between manufacturing processes at a given volume, selecting materials/finishes under a cost or durability constraint, or planning a prototyping sequence before tooling commitment.

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Construction Trades Supervisor · wonsukchoi bundle
Use when a task needs the judgment of a Construction Trades Supervisor (foreman) — allocating a crew's daily task assignments against a labor-unit budget, deciding whether today's scope requires a formally designated OSHA competent person, arbitrating a trade-sequencing conflict between crews needing the same physical space, tracking crew productivity variance before it shows up on the master schedule, or logging and acting on a near-miss.

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Diagnostic Medical Sonographer · wonsukchoi bundle
Use when a task needs the judgment of a Diagnostic Medical Sonographer — deciding whether a duplex, compression, or graded-compression ultrasound study is diagnostic versus technically limited, choosing when to interrupt a scanning protocol to escalate a real-time critical finding, setting scan technique and ALARA (TI/MI) parameters for a given exam type, or drafting the technical worksheet and preliminary findings a physician will interpret and sign.

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Document Management Specialist · wonsukchoi bundle
Use when a task needs the judgment of a Document Management Specialist — designing or auditing a records retention schedule, planning a content migration between DMS platforms (SharePoint, OpenText, Documentum, M-Files), reconciling migrated vs. source document counts, resolving a version-control or legal-hold conflict, or scoping a defensible-disposal (ROT) cleanup.

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Drywall Ceiling Tile Installer · wonsukchoi bundle
Use when a task needs the judgment of a drywall and ceiling tile installer — specifying a fire-rated wall/ceiling assembly to a UL design number, hitting an STC target on a demising wall, choosing board type for a wet area, placing control joints on a long run, or diagnosing why a finished assembly failed inspection or a sound/mold complaint.

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Electrical Electronics Drafter · wonsukchoi bundle
Use when a task needs the judgment of an Electrical and Electronics Drafter — sizing a conductor and conduit for a panel or feeder circuit against NEC ampacity and fill tables, building a schematic/elementary diagram or one-line diagram on IEEE 315/ANSI Y32.2 symbols, cross-referencing wire numbers between a schematic and a panel wiring diagram, sizing a PCB trace against IPC-2221 current tables, or QC-checking an electrical drawing set before issuance.

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Financial Quantitative Analyst · wonsukchoi bundle
Use when a task needs the judgment of a Financial Quantitative Analyst — pricing a derivative and calculating its Greeks (delta, gamma, vega, theta), estimating P&L impact from a large price move using gamma-adjusted rather than linear delta approximation, checking a trading strategy backtest for lookahead/survivorship bias and overfitting, evaluating Monte Carlo simulation convergence, or distinguishing implied from historical volatility.

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Forest Conservation Technician · wonsukchoi bundle
Use when a task needs the judgment of a Forest and Conservation Technician — running a prism (BAF) timber cruise plot and resolving borderline tree calls, relocating and remeasuring a permanent inventory plot, laying out a fuel-load transect or forest-health/pest survey, taking an increment core to age or growth-check a stand, or QA-checking field data before it enters the inventory database.

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Hand Grinding Polishing Worker · wonsukchoi bundle
Use when a task needs the judgment of a Hand Grinding and Polishing Worker — deciding whether sustained grinding contact on hardened material risks invisible temper drawing, following an abrasive grit progression without skipping stages, checking dimensions frequently on a tight-tolerance part during hand-finishing, or dedicating grinding media to a specific metal type to prevent cross-contamination corrosion.

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Hydroelectric Plant Technician · wonsukchoi bundle
Use when a task needs the judgment of a Hydroelectric Plant Technician — recalculating the turbine's cavitation-safe operating range as reservoir head changes rather than holding a fixed flow setpoint, treating mandated environmental/fish-passage flow as a hard constraint verified before optimizing generation, verifying governor tuning against actual frequency response rather than assuming correctness from steady-state generation, and scheduling runner inspection to catch cavitation damage that accumulates invisibly during normal operation.

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Lathe Turning Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Lathe and Turning Machine Tool Setter, Operator, or Tender — recalculating spindle RPM as workpiece diameter changes along a stepped part to maintain consistent surface speed, verifying workpiece chucking/centering runout as a separate error source from tool/program correctness, reducing cutting parameters or adding support for a long slender workpiece prone to chatter, or treating feed rate, tool nose radius, and cutting speed as an interacting combination that determines surface finish.

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Multiple Machine Tool Operator · wonsukchoi bundle
Use when a task needs the judgment of a Multiple Machine Tool Setter, Operator, or Tender — sequencing attention across several simultaneously running machines by actual need rather than fixed rotation, triaging which machine to address first when multiple signal at once, scheduling a setup/changeover to minimize exposure on the other machines being tended, or recalculating a visiting pattern after a workload change.

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Nuclear Power Reactor Operator · wonsukchoi bundle
Use when a task needs the judgment of a Nuclear Power Reactor Operator — planning a power change around the xenon-135 transient's delayed peak rather than just the immediate reactivity effect, verifying shutdown margin against the worst-case stuck-rod condition rather than observed rod positions, accounting for a control rod's position-dependent worth, or deciding whether to deviate from an approved procedure's step sequence.

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Occupational Therapy Assistant · wonsukchoi bundle
Use when a task needs the judgment of an occupational therapy assistant (COTA) — running a treatment session against an OT's established plan, documenting session progress toward the OT's goals, deciding whether a change in a patient's presentation can be handled within the existing plan or requires flagging the supervising OT for reassessment, or adapting a therapeutic activity to a patient's day-to-day tolerance within the plan's parameters.

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Plumber Pipefitter Steamfitter · wonsukchoi bundle
Use when a task needs licensed plumber/pipefitter/steamfitter judgment — sizing DWV or water-supply pipe by fixture-unit tables, selecting a backflow-prevention device by cross-connection hazard class, diagnosing trap-seal loss or slow drains from vent-distance or slope violations, sizing water-hammer arrestors and thermal-expansion tanks, or pressure-testing new water, gas, or steam piping before cover.

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Postmaster Mail Superintendent · wonsukchoi bundle
Use when a task needs the judgment of a Postmaster or Mail Superintendent — managing a post office/mail processing facility's delivery-point growth and route planning, diagnosing a service performance (on-time delivery) shortfall, handling a mail security or chain-of-custody incident, or balancing seasonal volume surges against staffing.

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Print Binding Finishing Worker · wonsukchoi bundle
Use when a task needs the judgment of a Print Binding and Finishing Worker — deciding whether a fold will crack against paper grain, calculating saddle-stitch creep/shingling compensation for a booklet's page count, verifying a perfect-bind glue formulation matches the stock type, or catching a mid-run collating error before a full print run ships.

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Private Detective Investigator · wonsukchoi bundle
Use when a task needs the judgment of a Private Detective or Investigator — planning a surveillance operation within wiretap/trespass legal limits, running a skip-trace to locate a subject from public-records fragments, scoping a background-investigation engagement for a client, or deciding whether an investigative finding is admissible/usable given how it was obtained.

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Psychiatric Nurse Practitioner · wonsukchoi bundle
Use when a task needs the judgment of a board-certified Psychiatric-Mental Health Nurse Practitioner (PMHNP) — running a psychiatric intake or med-management visit, choosing or adjusting a psychotropic regimen, screening for bipolar spectrum before starting an antidepressant, stratifying suicide risk, or deciding when a case needs escalation to a collaborating psychiatrist or higher level of care. US practice default. A reasoning aid, not medical advice.

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Public Safety Telecommunicator · wonsukchoi bundle
Use when a task needs the judgment of a 911 public safety telecommunicator — triaging an emergency call to a protocol determinant code, deciding when to dispatch versus keep questioning, verifying a caller's location against unreliable ANI/ALI data, delivering pre-arrival instructions (e.g. telephone CPR), or writing a CAD case log.

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Railroad Signal Brake Operator · wonsukchoi bundle
Use when a task needs the judgment of a Railroad Brake, Signal, and Switch Operator or Locomotive Firer — computing how many hand brakes must be applied to a standing cut given its grade and tonnage, verifying a hand-thrown switch is physically locked (not just lined) before a move, placing or checking a derail protecting a main track, running the effectiveness test on a securement before leaving equipment unattended, or executing hand-signal/radio point protection for a blind shoving move.

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Security Management Specialist · wonsukchoi bundle
Use when a task needs the judgment of a corporate security management specialist — designing a physical/personnel security program, scoping an executive protection detail, building a workplace violence prevention plan, sizing or vetting a contract guard force, or running a facility security risk assessment. Distinct from a cybersecurity role (network/data protection) and from a compliance-officer (regulatory adherence) — this role protects people, physical assets, and continuity of operations against human threats.

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Special Education Paraeducator · wonsukchoi bundle
Use when a task needs the judgment of a special education paraeducator — fading a prompt so a student doesn't become dependent on adult help, choosing a data-collection method for an IEP goal, deciding whether a refusal is a skill deficit or a behavior function, de-escalating a student before a behavior becomes a safety event, or writing a same-day data note for the case manager.

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Wholesale Sales Representative · wonsukchoi bundle
Use when a task needs the judgment of a wholesale/manufacturing sales representative — negotiating a price increase pass-through against a distributor buyer, structuring a volume rebate instead of a straight price cut, defending an account against a line review, auditing chargebacks and deductions eating into commission, or building a territory account-tiering plan.

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Wind Energy Operations Manager · wonsukchoi bundle
Use when a task needs the judgment of a Wind Energy Operations Manager — decomposing a production shortfall into curtailment vs. availability vs. wind-resource causes, deciding whether a component failure falls under OEM warranty/service-agreement scope, triaging SCADA/condition-monitoring alerts against a spare-parts and dispatch plan, evaluating O&M spend against diminishing-returns availability targets, or reconciling curtailment events against PPA compensation terms.

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Administrative Services Manager · wonsukchoi bundle
Use when a task needs the judgment of an Administrative Services Manager — evaluating a vendor contract on total cost of ownership rather than price, right-sizing a facilities/admin budget against actual utilization, anticipating where an operational process breaks at the org's next size milestone, or diagnosing why internal operational support is failing a growing organization.

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Agricultural Equipment Operator · wonsukchoi bundle
Use when a task needs the judgment of an Agricultural Equipment Operator — calibrating planter seed population and singulation, diagnosing combine header or separator loss, sequencing planting or harvest across fields under a weather-constrained window, sizing machinery capacity in acres/hour against a season's acreage, or evaluating PTO/grain-bin entrapment safety on a job site.

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Agricultural Sciences Professor · wonsukchoi bundle
Use when a task needs the judgment of a tenure-track or tenured Agricultural Sciences faculty member at a land-grant university — deciding whether to submit a grant this cycle versus wait, allocating time across the teaching/research/extension appointment split, diagnosing a stalled graduate student or field trial, or drafting a tenure-and-promotion dossier narrative.

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Audiovisual Equipment Installer · wonsukchoi bundle
Use when a task needs the judgment of an audiovisual equipment installer/repairer — diagnosing an EDID or HDCP handshake failure between a source and a display, sizing a display's screen size and brightness for a room's viewing distance and ambient light, specifying an HDMI/HDBaseT/AVoIP signal run against its rated distance ceiling, designing conference-room speaker placement and acoustics, or drawing the install-vs-programming boundary with a control-system (Crestron/Extron/AMX) integrator.

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Chemistry Teacher Postsecondary · wonsukchoi bundle
Use when a task needs the judgment of a Postsecondary Chemistry Teacher — grading a lab report where the numeric result misses the "expected" value but the methodology is sound, distinguishing a conceptual misunderstanding from an arithmetic slip on a problem set, deciding how much procedural freedom to give students on an open-ended lab, or vetting whether a demo/lab procedure is safe to run in this specific room.

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Construction Building Inspector · wonsukchoi bundle
Use when a task needs the judgment of a Construction and Building Inspector — deciding whether a phase of work passes a hold-point inspection (foundation, framing, rough-in, insulation, final) or gets red-tagged, writing a correction notice that will hold up on appeal, resolving a conflict between the approved plans and field conditions, applying a specific IRC/IBC section to a borderline condition (egress, smoke/CO detector placement, GFCI/AFCI locations), or deciding whether schedule pressure from a contractor changes the call.

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Credit Authorizer Checker Clerk · wonsukchoi bundle
Use when a task needs the judgment of a credit authorizer, checker, or clerk — deciding a real-time point-of-sale credit authorization against available credit, verifying a credit application's income/employment documentation, issuing an adverse-action notice on a declined application, or intaking a chargeback/dispute within its filing window. Distinct from a credit analyst, who underwrites commercial credit with a multi-year financial spread and a risk rating — this role runs a high-volume rules engine against a preset limit, it does not assess creditworthiness from first principles.

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Customer Service Representative · wonsukchoi bundle
Use when a task needs the judgment of a Customer Service Representative — de-escalating an angry customer, deciding whether a policy exception is worth the cost, deciding when to escalate versus resolve on the spot, drafting a resolution response, or diagnosing why first-call-resolution is low for an issue type.

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Detective Criminal Investigator · wonsukchoi bundle
Use when a task needs the judgment of a detective/criminal investigator — developing and stress-testing a case theory against alternate explanations, reconciling conflicting timestamps (DVR, cell tower, witness-reported) into a defensible timeline, structuring a suspect/witness interview using a non-accusatorial method, drafting a probable-cause affidavit, or evaluating whether a confession or eyewitness identification is being treated with the right level of certainty.

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Economics Teacher Postsecondary · wonsukchoi bundle
Use when a task needs the judgment of an Economics Teacher, Postsecondary — designing an intro micro/macro sequence for a mostly-terminal non-major audience, diagnosing a miskeyed or poorly discriminating exam item, calibrating TA grading on graphical or free-response problem sets, or investigating a spike in homework answers matching an online solution bank.

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Environmental Health Specialist · wonsukchoi bundle
Use when a task needs the judgment of an Environmental Health Specialist (Registered Sanitarian) — classifying a food-establishment temperature violation as critical vs. priority-foundation, determining pool closure and hyperchlorination protocol after a fecal/vomit incident, evaluating a septic percolation test against site-limiting conditions, deciding whether a complaint pattern meets the threshold for an outbreak investigation, or issuing an imminent-health-hazard closure.

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Environmental Science Professor · wonsukchoi bundle
Use when a task needs the judgment of an Environmental Science Professor — deciding whether a field exercise crosses a weather/safety cancel threshold, building an NSF/EPA proposal budget, normalizing an interdisciplinary tenure case against the right benchmark, checking whether a mixed-methods field project needs IRB review, or handling a politically charged classroom topic without losing academic-freedom footing.

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Gas Compressor Station Operator · wonsukchoi bundle
Use when a task needs the judgment of a Gas Compressor and Gas Pumping Station Operator — checking compressor discharge temperature against pipe-coating and MAOP limits after a cooling-capacity loss, verifying odorant concentration against the 1/5-LEL detectability threshold, tracking PHMSA-mandated pressure-limiting/relief device test intervals, executing an emergency shutdown (ESD) and blowdown sequence, or diagnosing a high-temperature compressor trip against interstage/cooling trends.

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Geography Teacher Postsecondary · wonsukchoi bundle
Use when a task needs the judgment of a Geography Teacher, Postsecondary — grading a GIS spatial-analysis project for methodology rather than map polish, catching a correlation-as-causation claim on a choropleth pairing, checking a dataset's currency and projection before it enters a lab, or designing a balanced lesson on a contested geopolitical topic.

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Marine Engineer Naval Architect · wonsukchoi bundle
Use when a task needs the judgment of a Marine Engineer / Naval Architect — computing displacement and hydrostatic particulars from hull-form coefficients, running an intact stability (GM/righting-arm) check against IMO IS Code criteria, calculating minimum freeboard under the International Convention on Load Lines, estimating required propulsion power via the Admiralty coefficient method, or reviewing a stability booklet or midship scantling against a classification society's rules.

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Mechanics Installers Supervisor · wonsukchoi bundle
Use when a task needs the judgment of a first-line supervisor over a mixed-skill technician crew — diagnosing whether a comeback pattern is a technician skill gap or a parts-quality problem, reconciling flat-rate efficiency against comeback rate before crediting a "fast" technician, job-costing a warranty or goodwill redo, assigning jobs by ASE certification and job complexity, or verifying lockout/tagout compliance on a multi-technician repair.

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Medical Health Services Manager · wonsukchoi bundle
Use when a task needs the judgment of a Medical and Health Services Manager (practice manager, clinical department administrator, hospital unit manager) — managing clinical staffing against patient volume, evaluating a billing/reimbursement or denial-rate problem, handling a patient safety or compliance incident, or balancing quality metrics against cost pressure. Distinct from a physician's clinical-reasoning role — this one manages the operational and administrative system clinicians work within.

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Metal Refining Furnace Operator · wonsukchoi bundle
Use when a task needs the judgment of a Metal-Refining Furnace Operator — calculating an alloy addition that accounts for element-specific recovery rate rather than assuming 1:1 addition-to-result, recalculating additions from the current heat's actual assay rather than reusing a prior heat's amounts, adjusting slag basicity for the specific refining reaction required, or verifying actual tap temperature against the target rather than time-in-furnace.

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Ophthalmic Medical Technologist · wonsukchoi bundle
Use when a task needs the judgment of an Ophthalmic Medical Technologist — running fluorescein or indocyanine green angiography and screening a dye-reaction risk, verifying axial length or biometry technique before an IOL calculation goes to the surgeon, checking whether an OCT or visual field result is reliable enough to file as a data point, or assisting in and documenting a minor ophthalmic surgical or laser procedure.

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Quality Control Systems Manager · wonsukchoi bundle
Use when a task needs the judgment of a Quality Control Systems Manager — designing or auditing a quality management system, investigating a defect/non-conformance, deciding whether a product batch should ship, or evaluating a supplier's quality capability. Narrower than industrial-production-manager's broader production-floor scope — this role owns the quality function and its systems specifically.

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Textile Dyeing Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Textile Bleaching/Dyeing Machine Operator — recalculating bath concentration when a dye recipe's liquor ratio changes even though %owf stays the same, diagnosing which specific dye component in a multi-dye recipe is over/under-exhausting, tracing an uneven dye uptake defect back to an incomplete bleaching stage, or reproducing a prior batch's water quality and temperature profile, not just its recipe percentages.

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Training Development Specialist · wonsukchoi bundle
Training and Development Specialist

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Vision Rehabilitation Therapist · wonsukchoi bundle
Use when a task needs the judgment of a vision rehabilitation therapist / orientation and mobility specialist / low vision therapist — running a functional vision assessment, sequencing long-cane or ADL skills training after vision loss, prescribing a low-vision optical or electronic device, or evaluating a client's readiness for street-crossing or bioptic-driving training.

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Wind Energy Development Manager · wonsukchoi bundle
Use when a task needs the judgment of a Wind Energy Development Manager — sequencing land control, interconnection, permitting, and offtake gates to kill an unviable project at the cheapest stage, stress-testing project economics against an interconnection cost-allocation study, deciding whether to proceed to detailed permitting/engineering spend, negotiating land option terms against a realistic development timeline, or tracking tax-credit safe-harbor deadlines against the procurement schedule.

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Aerospace Engineering Technician · wonsukchoi bundle
Use when a task needs the judgment of an Aerospace Engineering and Operations Technologist/Technician — verifying an installed fastener's preload against a drawing's torque callout via the T=K·D·F relationship, reducing strain-gauge data from a structural proof-load test into stress and checking it against an FEA-predicted margin, selecting and executing an NDI method against a defect type and material, reducing a wind-tunnel test point's dynamic-pressure and Reynolds-number data, or ballooning and dispositioning an AS9102 first article inspection. Distinct from an aerospace-engineer (owns the design, structural analysis, and certification basis) — this role builds, instruments, tests, and inspects the hardware the engineer specified, closing the loop with measurement rather than deriving a new analysis.

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Clinical Counseling Psychologist · wonsukchoi bundle
Use when a task needs the judgment of a doctoral-level Clinical or Counseling Psychologist — building a psychological test battery to answer a referral question, interpreting a WAIS/MMPI/PAI profile against validity indices, working a differential diagnosis (e.g. ADHD vs. anxiety-driven inattention, depression vs. early dementia), or writing a feedback-session-ready diagnostic formulation report.

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Compensation Benefits Specialist · wonsukchoi bundle
Compensation, Benefits, and Job Analysis Specialist

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Computer User Support Specialist · wonsukchoi bundle
Use when a task needs the judgment of a Computer User Support Specialist — triaging an inbound ticket's severity and SLA clock before troubleshooting it, verifying a caller's identity before any password/MFA/account-state change, walking a live incident through a structured troubleshooting sequence instead of guessing at a fix, deciding whether a request is an incident, a service request, or the underlying problem behind a string of incidents, or judging whether a ticket should resolve at tier 1 or genuinely needs escalation.

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Control Valve Installer Repairer · wonsukchoi bundle
Use when a task needs the judgment of a Control and Valve Installer/Repairer — sizing a control valve's Cv against actual process flow, diagnosing a limit-cycling control loop as valve stiction versus a bad PID tune, running an FCI 70-2 seat-leakage or API 598 pressure test, calibrating a positioner/actuator after a rebuild, or scheduling PHMSA-mandated regulator/relief-valve testing on a gas distribution system.

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Cutting Slicing Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Cutting/Slicing Machine Operator — calculating a portion weight overweight margin from measured weight variability to minimize giveaway while staying compliant, verifying a thickness setting against a new product lot's actual density rather than reusing a prior lot's setting, diagnosing declining cut quality as a blade-condition issue rather than compensating with thickness/speed, or adapting cut pattern to irregular input to improve yield.

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Drilling Boring Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Drilling and Boring Machine Tool Setter, Operator, or Tender — deciding whether a hole's depth-to-diameter ratio requires peck drilling, establishing a straight hole start before wander compounds, reducing cutting parameters for a long-reach boring setup versus a short-reach one, or diagnosing whether a dimensional drift traces to tool wear rather than assuming the tool still looks sharp.

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Entertainment Recreation Manager · wonsukchoi bundle
Use when a task needs the judgment of an Entertainment and Recreation Manager (theme park, arena, recreation facility, tour operation) — planning attraction/facility capacity against attendance forecasts, evaluating a guest safety or ride-operations decision, pricing admission/season-pass programs, or managing seasonal staffing and weather-driven demand swings.

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Equal Opportunity Representative · wonsukchoi bundle
Use when a task needs the judgment of an Equal Opportunity Representative or Officer — running an adverse-impact analysis on hiring or promotion selection rates, conducting an availability analysis to set affirmative action placement goals, evaluating a compensation-equity regression for unexplained pay gaps, or preparing an affirmative action plan (AAP) for an OFCCP audit.

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Heat Treating Equipment Operator · wonsukchoi bundle
Use when a task needs the judgment of a Heat Treating Equipment Operator — calculating carburizing time from the square-root diffusion relationship rather than scaling linearly with target case depth, matching quenchant/agitation to a specific alloy's hardenability, verifying tempering against a target hardness/toughness balance, or releasing a part based on actual hardness testing rather than recipe compliance alone.

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Hydroelectric Production Manager · wonsukchoi bundle
Use when a task needs the judgment of a Hydroelectric Production Manager — running a hydroelectric power facility, managing water resource allocation and reservoir levels, evaluating dam safety and equipment maintenance decisions, or balancing generation output against competing water uses (irrigation, flood control, ecological flow).

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Meat Poultry Fish Cutter Trimmer · wonsukchoi bundle
Use when a task needs the judgment of a Meat, Poultry, and Fish Cutter/Trimmer — diagnosing why a batch fell short of its yield specification, deciding whether a temperature reading at a critical control point requires the HACCP plan's documented corrective action, evaluating a metal-detector or X-ray reject before resuming the line, or maintaining raw/ready-to-eat and allergen equipment segregation under changeover time pressure.

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Milling Planing Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Milling and Planing Machine Setter, Operator, or Tender — selecting climb versus conventional milling based on the specific machine's backlash characteristics rather than a single default, verifying workholding can resist actual lateral cutting forces rather than just confirming static placement, using a multi-pass strategy for a deep pocket or slot rather than a single deep pass, and accounting for end mill deflection on a high length-to-diameter cutter.

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Mixing Blending Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Mixing/Blending Machine Operator — deciding whether a low-concentration ingredient needs a premix step before full-batch incorporation, verifying blend uniformity via multi-location sampling and CV calculation rather than appearance, recognizing that more mixing time isn't always better, or re-validating uniformity when a formula is scaled to a larger batch size.

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Molding Casting Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Molding, Coremaking, or Casting Machine Setter, Operator, or Tender — diagnosing intermittent porosity or a quality defect when machine-displayed parameters read within spec, deciding whether a persistent same-location defect points to a tooling issue versus a process parameter, evaluating a cooling-time reduction against dimensional stability, or adjusting a setting to fix a short shot without reintroducing flash.

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Ophthalmic Laboratory Technician · wonsukchoi bundle
Use when a task needs the judgment of an Ophthalmic Laboratory Technician — checking a ground lens's axis tolerance against its actual cylinder power on a lensometer, diagnosing missing or induced prism at the optical center, deciding whether a lens must be regrounded before edging, or selecting base curve by the prescription's power range rather than a default.

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Precision Agriculture Technician · wonsukchoi bundle
Use when a task needs the judgment of a Precision Agriculture Technician — calibrating a yield monitor or RTK guidance system, choosing a soil-sampling or management-zone strategy, building and validating a variable-rate prescription file for a controller, diagnosing yield-map or as-applied data errors, or troubleshooting an ISOBUS/rate-controller integration issue.

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Production First Line Supervisor · wonsukchoi bundle
Use when a task needs the judgment of a First-Line Supervisor of Production and Operating Workers — deciding whether a quality or safety signal justifies pausing production despite being behind schedule, determining what belongs in a shift handoff versus what the incoming supervisor can discover independently, calibrating when to escalate an issue versus resolve it at line level, or addressing a compliance shortcut before it causes a visible problem.

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Social Community Service Manager · wonsukchoi bundle
Use when a task needs the judgment of a Social and Community Service Manager — evaluating a new grant against mission fit and true cost, reconciling a braided funding budget across restricted and unrestricted sources, setting or defending caseload ratios against funder-required staffing, responding to a funder outcome-reporting requirement (e.g. HUD APR), or deciding how to close an indirect-cost recovery gap.

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Teaching Assistant Postsecondary · wonsukchoi bundle
Use when a task needs the judgment of a postsecondary teaching assistant — leading a discussion or lab section, grading and norming a rubric across TAs, triaging a grade dispute or appeal, deciding whether a student disclosure triggers a Title IX report, or handling an academic-integrity incident during an exam.

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Textile Cutting Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of a Textile Cutting Machine Operator — calculating actual marker efficiency percentage rather than judging a layout by visual impression, setting ply height to the fabric/equipment-specific accuracy limit rather than maximum physical capacity, allowing documented fabric relaxation time before cutting, or maintaining consistent orientation across a marker for directional fabric.

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Timing Device Assembler Adjuster · wonsukchoi bundle
Use when a task needs the judgment of a Timing Device Assembler and Adjuster — verifying rate accuracy across multiple positions and temperatures rather than a single bench-test condition, applying component-specific lubrication rather than a generalized approach, treating cleanliness as a functional requirement equivalent to dimensional tolerance, or catching an assembly issue at an intermediate checkpoint rather than only at final test.

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Transportation Security Screener · wonsukchoi bundle
Use when a task needs the judgment of a Transportation Security Officer (airport checkpoint screener) — resolving an AIT or metal-detector alarm to its SOP endpoint, deciding disposition for a prohibited or restricted item, triaging a multi-alarm passenger under queue-time pressure, or evaluating whether a screening shortcut created a procedural gap.

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Adhesive Bonding Machine Operator · wonsukchoi bundle
Use when a task needs the judgment of an Adhesive Bonding Machine Operator — distinguishing an open-time violation from a pot-life check, controlling bond line thickness with calibrated spacers rather than clamping pressure alone, verifying surface prep with a test rather than visual cleanliness, or confirming actual part temperature reached full cure rather than trusting chamber setpoint and elapsed time.

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Architectural Engineering Manager · wonsukchoi bundle
Use when a task needs the judgment of an Architecture/Engineering firm or department manager — pricing a project fee (lump sum vs. hourly vs. % of construction cost), staffing a project against backlog, evaluating scope creep on a fixed-fee job, managing professional liability exposure, or deciding whether to pursue a project given current utilization.

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Automotive Engineering Technician · wonsukchoi bundle
Use when a task needs the judgment of an Automotive Engineering Technician — setting up and instrumenting test equipment (strain-gauge bridges, thermocouples, load/torque sensors) to an engineer's written test plan, selecting DAQ sample rate and an SAE J211 CFC filter class for a vehicle test channel, verifying instrument calibration (torque wrench, thermocouple, load cell, shunt-cal check on a strain bridge) against a traceable standard before a test run, reducing dyno or road-load test data (SAE J1349 power correction, rainflow-counted durability damage fraction) into engineering units, and documenting test results against the engineer's target with stated margin. Distinct from an automotive engineer (owns the system-level design decisions — structure, powertrain sizing, suspension geometry, NVH) — this role installs the sensors, configures the DAQ, executes the instrumented test, and reduces the data under a design and test plan the engineer specified.

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Customs Border Protection Officer · wonsukchoi bundle
Use when a task needs the judgment of a Customs and Border Protection officer — scoring a shipment or traveler for secondary-inspection referral, evaluating a manifest discrepancy for contraband risk, deciding whether a traveler is admissible under immigration law, structuring a seizure or penalty referral, or triaging a primary-inspection queue under time pressure.

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Electrical Engineering Technician · wonsukchoi bundle
Use when a task needs the judgment of an Electrical and Electronic Engineering Technologist/Technician — bench-testing a prototype board against a power or timing spec, isolating a resistive fault in a power path with node-to-node voltage-drop measurements, checking whether an oscilloscope's own bandwidth is limiting a rise-time measurement before trusting it, running a power-supply load-regulation sweep, or evaluating ESD-event provenance and IPC-A-610 acceptance on a returned unit.

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Environmental Restoration Planner · wonsukchoi bundle
Use when a task needs the judgment of an Environmental Restoration Planner — screening or comparing CERCLA/RCRA remedial alternatives against the nine evaluation criteria, building a life-cycle cost estimate for a Feasibility Study, scoping a stream or wetland restoration design against a reference reach, sizing compensatory mitigation credits, drafting a Statement of Work or Remedial Action Work Plan, or scoping a Five-Year Review for a site with land-use controls in place.

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Forest Fire Prevention Specialist · wonsukchoi bundle
Use when a task needs the judgment of a Forest Fire Inspector/Prevention Specialist — setting or interpreting an industrial fire precaution level for logging/timber operations, inspecting a job site or campground for fire-hazard compliance, deciding whether to issue or deny a burn permit given current fire-danger indices, investigating a wildfire's origin and cause, or scoping a fuel-reduction/defensible-space prevention program for a district.

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General Maintenance Repair Worker · wonsukchoi bundle
Use when a task needs the judgment of a general maintenance and repair worker — triaging a mixed work-order queue at an apartment complex, school, or small commercial building, deciding whether a repair is safe to DIY or must be escalated to a licensed electrician/plumber/HVAC tech, sequencing preventive maintenance against reactive tickets, or writing an escalation handoff note for a subcontractor.

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Industrial Engineering Technician · wonsukchoi bundle
Use when a task needs the judgment of an Industrial Engineering Technologist/Technician — sizing a time study or work-sampling study to hit a target confidence and precision, computing normal and standard time from rated stopwatch observations plus a PFD allowance, screening foreign elements/outliers out of raw time-study data, auditing whether an engineer's line balance is still holding against re-timed station data, or validating a work-sampling-derived allowance against the tabled PFD percentage it's about to replace.

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Boilermaker · wonsukchoi bundle
Use when a task needs the judgment of a Boilermaker — qualifying or selecting a welding procedure for a pressure-boundary repair, deciding whether a defect is a code "repair" or an "alteration" under the National Board Inspection Code, sizing a tube-to-drum rolled joint expansion, reading radiographic or ultrasonic weld inspection results against acceptance criteria, or setting a post-repair hydrostatic test pressure and hold time.

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Cte Teacher · wonsukchoi bundle
Use when a task needs the judgment of a Career/Technical Education (CTE) Secondary School Teacher — deciding whether a student is authorized to run a piece of shop equipment, diagnosing a Perkins V industry-credential attainment gap, placing a student into a work-based learning slot, resolving an articulation-credit dispute with a partner college, or triaging a CTSO competition-prep versus baseline-instruction time conflict.

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Demographer · wonsukchoi bundle
Use when a task needs the judgment of a demographer — building a cohort-component population projection, reconciling fertility/mortality rate estimates against ACS or vital-statistics counts, judging whether a population trend is real or sampling/measurement noise, sizing a census undercount adjustment, or advising a public agency on age-structure-driven facility or service demand.

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Electrician · wonsukchoi bundle
Use when a task needs the judgment of an Electrician — sizing a service panel upgrade with an NEC load calculation, troubleshooting a tripping breaker or dead circuit systematically, checking wire gauge/ampacity and voltage drop for a circuit run, resolving a code-vs-inspector interpretation dispute, or deciding when a job (aluminum wiring, knob-and-tube, undersized service) exceeds the immediate scope.

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Fine Artist · wonsukchoi bundle
Use when a task needs the judgment of a fine artist — pricing and raising prices on a body of work, evaluating a gallery representation or consignment offer, structuring a studio practice and production schedule, deciding whether to license or waive moral rights on a piece, or writing an artist statement or grant application that a juror won't skim past.

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Firefighter · wonsukchoi bundle
Use when a task needs the judgment of a Firefighter — sizing up a structure fire on arrival and calling offensive/defensive/transitional strategy, sequencing search-and-rescue against fire attack, budgeting SCBA air for an interior task, coordinating ventilation timing with an attack line, or handling a mayday/firefighter-down declaration.

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Hospitalist · wonsukchoi bundle
Use when a task needs the judgment of a Hospitalist — deciding inpatient vs. observation admission status, triaging a differential during rounds, building or revising a discharge plan, or structuring a shift handoff.

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Hydrologist · wonsukchoi bundle
Use when a task needs the judgment of a hydrologist — running a flood-frequency analysis to set a design discharge, building a watershed water balance, modeling groundwater flow or drawdown from a pumping test, evaluating a water-rights allocation question, or reviewing a stormwater/streamflow dataset for a permit or engineering design input.

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Logistician · wonsukchoi bundle
Use when a task needs the judgment of a Logistician — sizing safety stock and reorder points for a SKU-location, choosing a transportation mode or shipment frequency on a specific lane, evaluating a distribution-network or DC-count change, reconciling a demand forecast into an inventory plan, or diagnosing why a service-level or freight-cost number moved.

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Ml Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Machine Learning/AI Engineer — checking a train/test split for data leakage, choosing an evaluation metric that accounts for class imbalance rather than defaulting to accuracy, verifying training and serving feature computation match (train-serving skew), monitoring a deployed model for data/concept drift, or deciding whether a hyperparameter-tuning process has silently overfit to the test set.

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Neurologist · wonsukchoi bundle
Use when a task needs the judgment of a neurologist — localizing a lesion from an exam and history, triaging a time-critical presentation (stroke, status epilepticus, acute weakness), building a differential for a chronic or progressive neurologic complaint, or deciding what workup a symptom actually warrants. A reasoning aid, not medical advice.

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Optometrist · wonsukchoi bundle
Use when a task needs the judgment of an Optometrist (OD) — determining a refractive correction, evaluating intraocular pressure and optic-nerve findings for glaucoma risk, triaging a red or symptomatic eye for urgent referral, fitting contact lens parameters including vertex-distance power conversion, or deciding whether a finding needs ophthalmology referral versus in-office management.

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Order Clerk · wonsukchoi bundle
Use when a task needs the judgment of an order clerk — verifying an order entry against a price list and inventory availability, deciding whether a shortfall needs a substitution offer or a straight backorder, resolving a SKU or unit-of-measure mismatch before it reaches fulfillment, or handling an order-change/cancellation request against a cutoff window.

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Paperhanger · wonsukchoi bundle
Use when a task needs the judgment of a paperhanger/wallcovering installer — calculating roll quantity and waste against a pattern repeat, diagnosing a seam or bubbling failure after hanging, choosing paste and primer for a specific substrate and wallcovering type, sequencing corners and pattern match on an out-of-plumb wall, or pricing a job that includes wall prep the client didn't anticipate.

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Pathologist · wonsukchoi bundle
Use when a task needs the judgment of an anatomic/clinical pathologist — writing or reviewing a surgical pathology synoptic report, working a differential from gross or microscopic findings toward an immunohistochemistry (IHC) panel, deciding whether a margin or a frozen-section call needs escalation, or reconciling a pathology result with a discordant clinical/radiologic finding. A reasoning aid, not a substitute for a licensed pathologist signing out an actual case.

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Physiatrist · wonsukchoi bundle
Use when a task needs the judgment of a physiatrist — screening whether a patient's diagnosis and functional trajectory support inpatient rehab (IRF) admission, projecting length of stay from a FIM trajectory, building a spasticity or neurogenic bladder management plan, working up a spinal-cord-injury complication like autonomic dysreflexia, or writing a prosthetic/orthotic prescription. A reasoning aid, not medical advice.

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Radiologist · wonsukchoi bundle
Use when a task needs the judgment of a board-certified diagnostic radiologist — classifying an incidental imaging finding against a validated follow-up guideline (Fleischner, BI-RADS, Lung-RADS, LI-RADS), triaging a finding for critical/urgent communication, structuring an actionable diagnostic report, or reasoning through a perceptual-error risk in image interpretation. US practice default (ACR practice parameters and appropriateness criteria). A reasoning aid, not medical advice.

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Roof Bolter · wonsukchoi bundle
Use when a task needs the judgment of a Roof Bolter — reading a roof control plan's bolt pattern and length against measured CMRR conditions, interpreting a pull test or sounding result against the plan's anchorage assumption, selecting resin by gel/spin time for ambient temperature, deciding whether a ground condition requires a plan deviation before advancing, or sequencing an ATRS cycle within its setback limit.

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Sociologist · wonsukchoi bundle
Use when a task needs the judgment of a Sociologist — designing a mixed-methods study of a social-structure or institutional-change question, building and validating a qualitative codebook, checking whether a group-level pattern supports the individual-level claim being made about it, or reading out a stratification/mobility finding for a policy audience.

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957 published skills · page 5 of 10