wonsukchoi

@wonsukchoi source repo

957 skills
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Secretary General · wonsukchoi bundle
Use when a task needs the judgment of a general office secretary or administrative assistant — resolving a scheduling or task-priority collision across two or more managers with no single principal's authority to arbitrate, flagging a weekly capacity overcommitment before it causes a missed deadline, applying a team's tie-break rule to a competing-deadline conflict, or logging and routing incoming requests across a shared support queue.

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Software Engineer · wonsukchoi bundle
Use when a task needs the judgment of a senior backend software engineer — designing systems, reviewing code for correctness/reliability/maintainability, making build-vs-buy or architecture tradeoffs, or debugging production issues under real constraints (not toy-problem correctness).

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Sportsbook Writer · wonsukchoi bundle
Use when a task needs the judgment of a race and sports book writer or runner — grading and settling a wagering ticket, calculating a parlay or teaser payout, determining whether a win triggers a W-2G or excise-tax event, enforcing a betting cutoff against past-posting, or deciding whether to move or hold a posted line under one-sided action.

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Storyboard Artist · wonsukchoi bundle
Use when a task needs the judgment of a Storyboard Artist — deciding panel coverage for a scene (dialogue vs. action), budgeting panel count and drawing hours against a pre-production schedule, maintaining the 180-degree axis of action across a multi-setup sequence, building or cutting a timed animatic/story reel, or revising boards after a director pitch or script change.

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Survey Researcher · wonsukchoi bundle
Use when a task needs the judgment of a Survey Researcher — designing a sampling frame and questionnaire for a public-opinion or market-research survey, diagnosing whether a topline number reflects opinion or measurement artifact, weighting a sample to population targets, or auditing a fielded survey's methodology for coverage/nonresponse/mode bias before the number ships.

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Tailor Dressmaker · wonsukchoi bundle
Use when a task needs the judgment of a Tailor/Dressmaker/Custom Sewer — diagnosing a specific fitting wrinkle pattern to a targeted pattern adjustment rather than uniform resizing, selecting ease allowance appropriate to a garment's style and fabric, adjusting construction approach for a stretch or bias-cut fabric, or verifying a garment's actual seam allowance before quoting an alteration.

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Tax Revenue Agent · wonsukchoi bundle
Use when a task needs the judgment of a Tax Examiner or Revenue Agent — determining which statute of limitations applies to an audit (3-year, 6-year, or unlimited), reconstructing unreported income via a bank deposit or similar indirect method, applying the Cohan rule to estimate a substantiated-but-undocumented deduction, distinguishing an accuracy-related penalty from civil fraud based on badges of fraud, or verifying collection due process notice requirements before a lien or levy.

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Tile Stone Setter · wonsukchoi bundle
Use when a task needs the judgment of a Tile and Stone Setter — selecting a shower waterproofing method against the drain type, specifying mortar coverage and trowel size for large-format tile or a wet area, setting a lippage tolerance and leveling-clip plan, choosing grout/sealer chemistry for natural stone, or reviewing a tile contractor's quote for missing substrate or membrane line items.

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Web Administrator · wonsukchoi bundle
Use when a task needs the judgment of a Web Administrator — diagnosing an outage or slow-page incident, planning a TLS/DNS cutover, deciding CDN vs origin caching policy, or hardening a web server/WAF configuration against a specific threat.

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Wood Patternmaker · wonsukchoi bundle
Use when a task needs the judgment of a Wood Patternmaker — applying the correct metal-specific shrink rule to pattern dimensions rather than building to the final part's target size, designing draft angle into every withdrawn surface, positioning a parting line considering draft and core placement together, or sizing a core print to match the actual core's weight and pour dynamics.

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Aerospace Engineer · wonsukchoi bundle
Use when a task needs the judgment of an Aerospace Engineer — reconciling a vehicle mass/weight budget against a certification limit, computing a structural margin of safety, choosing a means of compliance for an FAA certification basis, tracing a weight-growth overrun back to a design decision, or evaluating a propulsion/aerodynamics tradeoff against a range or payload requirement.

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Auto Body Repairer · wonsukchoi bundle
Use when a task needs the judgment of an auto-body-repairer — deciding whether a damaged structural component gets pulled or replaced, reconciling an insurance estimate against actual teardown damage, writing a supplement, determining whether a repair triggers ADAS recalibration, or checking a proposed repair against an OEM position statement.

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Aviation Inspector · wonsukchoi bundle
Use when a task needs the judgment of an Aviation Inspector — determining whether an air carrier's fleet is in compliance with an Airworthiness Directive across a maintenance-records sample, deciding where the FAA's compliance-and-enforcement ladder places a finding (compliance action vs. Letter of Correction vs. civil penalty vs. certificate action), auditing a Safety Management System for a functioning safety-assurance loop rather than paperwork completeness, scoping a records-sampling strategy across a fleet under surveillance, or deciding whether to ground an aircraft pending an AD compliance finding.

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Bridge Lock Tender · wonsukchoi bundle
Use when a task needs the judgment of a Bridge and Lock Tender — deciding whether to open a movable span for a vessel signal during a restricted-hours window, sequencing a lock chamber's fill/empty and valve staging, verifying an interlock/gate cycle before commanding span movement, resolving a marine-traffic-vs-vehicle-traffic conflict, or coordinating a vessel passage over VHF.

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Chief Data Officer · wonsukchoi bundle
Use when a task needs the judgment of a Chief Data Officer — resolving conflicting metric definitions across dashboards, deciding whether a dataset should be retained or purged, assigning data ownership for a system feeding regulatory or board reporting, sizing a privacy/breach risk against a proposed data collection, or auditing data readiness before an AI/ML initiative kicks off.

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Compliance Manager · wonsukchoi bundle
Use when a task needs the judgment of a Compliance Manager — sizing and defending a compliance program's headcount/budget, deciding build-vs-buy on monitoring or case-management technology, choosing a centralized-vs-embedded staffing model, translating a new regulatory obligation into a costed resourcing ask, or reporting program coverage to executives/the board.

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Compliance Officer · wonsukchoi bundle
Use when a task needs the judgment of a Compliance Officer — deciding whether a suspected violation triggers a mandatory regulatory filing or disclosure, designing or risk-rating a compliance monitoring program, running a violation investigation to root cause, briefing a board/audit committee on compliance findings, or responding to a regulatory exam finding.

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Crematory Operator · wonsukchoi bundle
Use when a task needs the judgment of a Crematory Operator — running a cremation cycle safely, verifying chain-of-custody and identification before charging a retort, handling implanted-device or oversized-decedent hazards, or documenting and troubleshooting an incident during processing.

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Database Architect · wonsukchoi bundle
Use when a task needs the judgment of a Database Architect — choosing a normalization level matched to the actual workload, resolving a CAP theorem tradeoff (consistency vs. availability) for a distributed data store, selecting a sharding/partition key aligned with the dominant query pattern, validating an indexing strategy against real query plans, or deriving RPO/RTO backup and replication requirements from actual business impact.

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Electrician Helper · wonsukchoi bundle
Use when a task needs the judgment of an electrician's helper — running the NEC box-fill or conduit-fill calculation for a rough-in before wire gets pulled, bending conduit and pulling wire without exceeding practical bend/tension limits, running a non-contact continuity or polarity check at trim-out, or recognizing when a jobsite finding (reversed polarity, an undersized box, an unlabeled abandoned circuit) is a stop rather than a workaround.

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Extension Educator · wonsukchoi bundle
Use when a task needs the judgment of a Cooperative Extension educator — designing a farm, family/consumer-sciences, or 4-H education program, defending a county appropriation with impact data, choosing whether to adapt a research-validated curriculum, building a volunteer delivery model, or writing an evaluation plan that goes beyond attendance and satisfaction.

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Facilities Manager · wonsukchoi bundle
Use when a task needs the judgment of a Facilities Manager — planning building/space maintenance and capital projects, evaluating a facilities vendor or contractor, responding to a building system failure, or deciding how to allocate a facilities budget across maintenance, safety, and capacity needs.

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Financial Examiner · wonsukchoi bundle
Use when a task needs the judgment of a bank/depository-institution Financial Examiner — calculating risk-based capital ratios against well-capitalized thresholds, independently classifying a loan (Pass/Special Mention/Substandard/Doubtful/Loss) rather than accepting management's internal grade, testing allowance for credit losses (ALLL/CECL) adequacy, assigning CAMELS component ratings, or issuing a Matter Requiring Attention finding with a corrective action timeline.

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Fuel Cell Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Fuel Cell Engineer — diagnosing PEMFC voltage-decay data to identify the degradation mechanism, setting stack clamping torque/compression for a new build, designing or interpreting an accelerated stress test protocol, specifying start-stop or cold-start mitigation strategy, or evaluating whether a durability/efficiency claim actually meets DOE-style targets simultaneously rather than one at a time.

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Furniture Finisher · wonsukchoi bundle
Use when a task needs the judgment of a Furniture Finisher — deciding whether a wood species needs a wash coat before staining to prevent blotching, adjusting flash-off/cure time for actual shop temperature and humidity rather than a product's standard schedule, completing a full sanding grit progression before advancing, or verifying full cure rather than surface-dry before rubbing out a finish.

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Gas Plant Operator · wonsukchoi bundle
Use when a task needs the judgment of a Gas Plant Operator — diagnosing whether a pressure drop and flow increase on a distribution section indicates a leak versus a demand change, verifying odorant concentration accounts for odor fade across a distribution system, deciding how much safety margin to hold below Maximum Allowable Operating Pressure (MAOP), or evaluating a proposed deviation from a Process Safety Management (PSM)-covered procedure.

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Gem Diamond Worker · wonsukchoi bundle
Use when a task needs the judgment of a Gem and Diamond Worker — mapping inclusions before finalizing a cutting plan rather than discovering them mid-process, making a deliberate yield-versus-clarity trade-off specific to a stone's actual inclusion pattern rather than defaulting to maximum carat weight, identifying crystal structure/grain direction before any irreversible cut, or grading clarity and color against standardized criteria rather than individual aesthetic impression.

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Heavy Truck Driver · wonsukchoi bundle
Use when a task needs the judgment of a Heavy and Tractor-Trailer Truck Driver — planning a delivery commitment against Hours of Service clocks, deciding whether a load is properly cargo-secured before departure, categorizing a pre-trip inspection defect as out-of-service or driveable, handling an ELD malfunction or exception code, or weighing fatigue risk against dispatch pressure to keep rolling.

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It Project Manager · wonsukchoi bundle
Use when a task needs the judgment of an IT Project Manager — building a schedule and budget baseline for a software/infrastructure delivery, running an earned-value or burn-rate check on a project in flight, triaging a vendor delivery slip, writing a change-request or status memo, or deciding whether a troubled project should be re-baselined, descoped, or killed.

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Judicial Law Clerk · wonsukchoi bundle
Use when a task needs the judgment of a Judicial Law Clerk — drafting a bench memo or draft opinion that steelmans both sides before recommending an outcome, identifying the controlling standard of review before analyzing the merits, verifying that cited authority is still good law, flagging an unresolved circuit split rather than resolving it unprompted, or screening a new case assignment for a recusal/conflict issue.

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Library Technician · wonsukchoi bundle
Use when a task needs the judgment of a Library Technician — evaluating whether an OCLC copy-cataloging match is safe to accept, triaging an interlibrary loan request or lending dispute, deciding when a late serial issue crosses into claim territory, or routing a cataloging/circulation edge case to the supervising librarian instead of guessing.

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Light Truck Driver · wonsukchoi bundle
Use when a task needs the judgment of a Light Truck Driver — checking whether a vehicle reassignment crosses the 26,001 lb CDL threshold, deciding whether to skip a backing safety check to hit a delivery-window cutoff, classifying a proof-of-delivery or signature exception, planning stop-sequencing against a shift's on-duty time budget, or responding to a residential hazard (loose dog, blocked driveway, unsafe backing approach) mid-route.

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Logistics Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Logistics Engineer — evaluating the total-cost tradeoff of adding or consolidating distribution facilities, using a center-of-gravity model as a starting point for facility location, slotting a warehouse by pick velocity (ABC classification), or sizing facility throughput/capacity against peak rather than average demand.

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Management Analyst · wonsukchoi bundle
Use when a task needs the judgment of a Management Analyst — sizing a cost-reduction target and building the FTE/spend bridge to hit it, redesigning span of control and org layers, running a shared-services consolidation or build-vs-buy study, mapping a broken cross-functional process before recommending a fix, or reconciling an executive's headcount-cut mandate against what's actually achievable.

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Materials Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Materials Engineer — selecting an alloy or process for a design under a strength/weight/cost constraint, running a fatigue-life or mean-stress (Goodman/Gerber) calculation on a loaded component, doing root-cause fractography and fitness-for-service on a field failure, specifying a heat-treatment or hardenability callout for a given section size, or setting an inspection interval from a fracture-mechanics critical flaw size. Distinct from a materials-scientist (develops new materials and characterizes fundamental structure-property relationships in the lab) and a mechanical-engineer (takes material properties as a given input to size a structure) — this role owns the applied engineering questions of which material, which process, and why a specific part actually broke.

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Mechanical Drafter · wonsukchoi bundle
Use when a task needs the judgment of a Mechanical Drafter — dimensioning and GD&T-tolerancing a machined part or sheet-metal detail per ASME Y14.5, running a tolerance stack-up across an assembly dimension chain, structuring a BOM and balloon set for an assembly drawing, setting projection convention and title-block tolerance defaults, or specifying a surface-finish callout tied to a manufacturing process.

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Motorboat Mechanic · wonsukchoi bundle
Use when a task needs senior motorboat-mechanic judgment — diagnosing why gearcase oil came out milky on a lower-unit service, sizing sacrificial anodes against wetted metal area instead of guessing, evaluating whether a stored engine's ethanol fuel has phase-separated, sequencing a fleet's fall winterization or spring commissioning, or verifying ABYC/SAE ignition-protection compliance in an enclosed gasoline engine compartment before a boat leaves the shop.

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Motorboat Operator · wonsukchoi bundle
Use when a task needs the judgment of a Motorboat Operator — a licensed small-craft operator running tour boats, water taxis, harbor launches, or patrol/workboats — checking a passenger count against a vessel's Certificate of Inspection before departure, deciding how to handle a following sea or bar crossing without broaching, running a pre-departure passenger safety briefing, verifying whether an OUPV ("six-pack") license covers a given job, or timing a man-overboard response in cold water.

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Museum Conservator · wonsukchoi bundle
Use when a task needs the judgment of a museum conservator — writing a condition report or treatment proposal, deciding whether damage warrants intervention, setting environmental (RH/temperature/light) parameters for a gallery or storage area, responding to a pest sighting or mold outbreak, or triaging a loan-incoming or disaster-recovery condition check.

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New Accounts Clerk · wonsukchoi bundle
Use when a task needs the judgment of a new accounts clerk — opening a personal or business deposit account under CIP/KYC requirements, screening a new customer against the OFAC SDN list, identifying beneficial owners on a legal-entity account, setting up a signature card with the correct authority scope, or matching a customer's stated need to the right account product.

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Nuclear Technician · wonsukchoi bundle
Use when a task needs the judgment of a Nuclear Technician — planning a radiation work permit's stay-time and dose budget, telling a contamination problem apart from an exposure-rate problem, responding to a frisker or air-sample alarm, deciding whether a posted survey is still valid before letting someone enter, or reading dosimetry/bioassay results against ALARA administrative levels.

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Nurse Practitioner · wonsukchoi bundle
Use when a task needs the judgment of a nurse practitioner — working a differential diagnosis from a presenting complaint, deciding whether a finding is manageable within NP scope or needs physician/specialist referral, applying a clinical decision rule to justify or skip a test, or writing a visit note's assessment-and-plan under a specific state's practice-authority model.

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Operating Engineer · wonsukchoi bundle
Use when a task needs the judgment of an Operating Engineer — re-checking a crane's load chart before a pick when the working radius will change mid-lift, deciding whether a utility locate mark requires hand-digging before mechanized excavation, verifying excavation grade against a laser/GPS benchmark, setting up a swing-radius exclusion zone and signal-person protocol near ground crews, or judging on-outriggers vs on-rubber lift capacity for a pick.

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Orthopedic Surgeon · wonsukchoi bundle
Use when a task needs the judgment of an Orthopedic Surgeon (adult, non-pediatric) — classifying a fracture and choosing fixation vs arthroplasty, sequencing trauma care in a polytrauma patient, selecting VTE prophylaxis and timing for hip fracture or joint-replacement surgery, triaging suspected acute compartment syndrome, or working up a painful joint replacement for periprosthetic infection versus aseptic loosening.

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Penetration Tester · wonsukchoi bundle
Use when a task needs the judgment of a penetration tester — scoping a pentest and drafting rules of engagement, triaging automated scanner output into confirmed findings, chaining low/medium findings into a real attack path, scoring findings with CVSS base and environmental metrics, or writing a client-facing report that survives a developer's "prove it" pushback.

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Personal Care Aide · wonsukchoi bundle
Use when a task needs the judgment of a Personal Care Aide (PCA/home care aide) — helping a client with ADLs (bathing, dressing, toileting, transfers) in their own home, deciding whether an observed change (weight, skin, mood, intake) needs same-day escalation versus routine notes, structuring a home-safety or fall-risk check, or handling a medication-reminder boundary the aide isn't licensed to cross.

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Petroleum Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Petroleum Engineer — fitting and correcting a decline curve to estimate EUR and book reserves, running a material balance check against a volumetric OOIP/OGIP estimate, sizing a well's producing rate with nodal analysis (IPR x VLP intersection), checking a casing or tubing string's burst/collapse design factor against a load case, evaluating a waterflood's voidage replacement ratio, or classifying reserves under SPE-PRMS/SEC categories for a reserves report.

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Photonics Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Photonics Engineer — sizing a Gaussian-beam coupling lens system between a laser source and a single-mode fiber, closing an optical fiber link power budget in dB with end-of-life margin, specifying a diffraction-limited focusing or imaging lens against the Rayleigh criterion, classifying a laser source's hazard class and computing MPE/NOHD per ANSI Z136.1, or diagnosing a beam-quality or link-loss failure.

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Physical Therapist · wonsukchoi bundle
Use when a task needs the judgment of a physical therapist — screening a musculoskeletal complaint for red flags requiring physician referral, building a plan of care with measurable functional goals, tracking outcome-measure change to justify continued treatment or discharge, or interpreting a goniometry/strength deficit against normative values.

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Pipe Trades Helper · wonsukchoi bundle
Use when a task needs the judgment of a pipe trades helper — tending an open trench and its protective system while a pipelayer, plumber, or pipefitter sets grade, checking a grade-rod reading against a cut sheet before pipe goes in, prepping and threading/soldering pipe ends to a fitter's cut list, staging bedding and backfill material in compacted lifts, or writing an end-of-day grade and safety handoff.

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Property Developer · wonsukchoi bundle
Use when a task needs the judgment of a property/real estate developer — underwriting a land acquisition against residual land value, structuring an entitlement-contingent option deal, building or stress-testing a development pro forma, sizing a capital stack across debt and equity, or deciding whether to proceed, renegotiate, or walk on a deal after a construction bid or zoning setback.

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Purchasing Manager · wonsukchoi bundle
Use when a task needs the judgment of a Purchasing Manager — negotiating a supplier contract, evaluating a sourcing decision (single vs. multi-source), managing supplier performance and risk, or deciding how to balance cost savings against supply continuity.

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Rail Yard Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Rail Yard Engineer, Dinkey Operator, or Hostler — deciding kick versus couple-and-shove for a cut of cars in flat switching, computing a safe release/coupling speed given rollout distance and rolling resistance, verifying blue-signal protection before an engine move onto an occupied track, pacing a shove to a hump crest against the tower's called spacing, or moving a locomotive within terminal track limits as a hostler for fueling or servicing.

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Real Estate Broker · wonsukchoi bundle
Use when a task needs the judgment of a Real Estate Broker — pricing a listing with a comparative market analysis (CMA), drafting or negotiating a listing or buyer-representation agreement, structuring an offer with contingencies or an escalation clause, advising on appraisal-gap risk, or reconciling competing offers in a multiple-offer negotiation.

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School Bus Monitor · wonsukchoi bundle
Use when a task needs the judgment of a school bus monitor — securing a wheelchair user with the four-point tiedown sequence before a route, responding to a mid-route seizure or medical event against a student's individualized health care plan, reconciling a headcount discrepancy against the manifest before releasing any student, or executing an evacuation-drill role assignment during a bus emergency.

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Shampoo Technician · wonsukchoi bundle
Use when a task needs the judgment of a salon shampoo technician — choosing a shampoo/cycle before a color, perm, or lightening service, setting water temperature and rinse sequence for a sensitive or processed scalp, reading a scalp condition at the bowl and deciding whether to flag it to the stylist, or diagnosing why a downstream chemical service came out uneven.

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Sheet Metal Worker · wonsukchoi bundle
Use when a task needs the judgment of a sheet metal worker fabricating and installing HVAC ductwork — selecting duct gauge for a pressure class and dimension, laying out a transition or offset fitting, resolving a field obstruction against static-pressure and code impact, checking leakage/seal class requirements, or flagging a fire/smoke damper needed at a rated wall or floor penetration.

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Substitute Teacher · wonsukchoi bundle
Use when a task needs the judgment of a Short-Term Substitute Teacher — verifying an unfamiliar classroom's plans and safety information on arrival, deciding what to do when posted lesson plans don't fill the period, running a compressed behavior-escalation ladder with no relationship capital, or writing a handoff note the returning teacher can act on without a follow-up conversation.

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Surgical Assistant · wonsukchoi bundle
Use when a task needs the judgment of a Certified Surgical Assistant (CSA) working directly in the operative field under a surgeon's direct supervision — providing retraction and exposure, controlling hemostasis, driving the laparoscopic/robotic camera, harvesting a conduit (saphenous vein, radial artery), closing tissue layers, or deciding when an intraoperative finding is a "tell the surgeon now" event versus a correctable one.

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Teaching Assistant · wonsukchoi bundle
Use when a task needs the judgment of a K-12 teaching assistant — running a small-group rotation under a teacher's lesson plan, deciding how much to prompt a struggling student versus stepping back, logging behavior or academic data for an IEP/504 team, or handling a hallway or recess incident before it escalates.

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Telephone Operator · wonsukchoi bundle
Use when a task needs the judgment of a telephone operator — relaying a Telecommunications Relay Service (TRS) call verbatim between a text/sign caller and a hearing party, resolving a directory-assistance lookup with an ambiguous or misspelled name, deciding whether a call qualifies for emergency-line prioritization, or handling an offensive or distressing relayed call within FCC neutrality rules.

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Traffic Technician · wonsukchoi bundle
Use when a task needs the judgment of a Traffic Technician — computing yellow/all-red clearance intervals for an intersection, running a MUTCD numeric signal-warrant determination against counted volumes, retiming a coordinated corridor's cycle length and offsets, setting ADA-compliant pedestrian walk/clearance intervals, or diagnosing whether a red-light-running/angle-crash pattern traces to timing versus driver behavior.

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Transit Bus Driver · wonsukchoi bundle
Use when a task needs the judgment of a transit or intercity bus driver — running a pre-trip lift/ramp check, securing a wheelchair passenger, deciding whether to hold following distance and speed against on-time-performance pressure, de-escalating a passenger disturbance, or logging an ADA equipment failure and delay code.

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Water Well Driller · wonsukchoi bundle
Use when a task needs the judgment of a licensed water well driller — choosing a drilling method for a formation, sizing casing/screen/gravel pack from sieve data, designing an annular seal depth, running and interpreting a step-drawdown pump test, or diagnosing sand pumping or declining yield in an existing well.

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Acoustical Engineer · wonsukchoi bundle
Use when a task needs the judgment of an Acoustical Engineer — calculating room reverberation time (RT60) and specifying absorption/reflection treatment for a space, evaluating a wall or floor assembly's STC/IIC rating against a code or design target, diagnosing why a completed space fails its acoustic design intent, specifying industrial or mechanical equipment noise controls against OSHA/NIOSH exposure limits, or writing an acoustic design report or noise-control specification for a construction or renovation project.

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Automotive Engineer · wonsukchoi bundle
Use when a task needs the judgment of an Automotive Engineer — computing weight transfer and tire friction-circle limits for a braking-while-cornering maneuver to set brake-force distribution, sizing a powertrain and gear ratio against a 0-60 mph acceleration target while checking traction versus power limits, sizing a crumple zone's crush distance against FMVSS 208 occupant-deceleration limits, or checking a powertrain-mount or driveline natural frequency against engine firing-order excitation for NVH isolation. Distinct from an automotive-service-technician (diagnoses and repairs a vehicle already designed) — this role owns the system-level design decisions (structure, powertrain sizing, suspension geometry, restraint/crash structure, NVH) that produce the vehicle the technician later services.

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Avionics Technician · wonsukchoi bundle
Use when a task needs the judgment of an avionics technician — chasing an intermittent nav/comm or autopilot fault that "checks good" on the ground, deciding whether an avionics upgrade needs an STC or qualifies for field approval, verifying bonding resistance and wire-bundle separation on an install, cross-checking a new LRU's DO-160 environmental qualification against its install location, or writing an avionics discrepancy/return-to-service entry.

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Biomedical Engineer · wonsukchoi bundle
Use when a task needs the judgment of a biomedical/bioengineering engineer — running a design control phase (inputs, outputs, verification, validation) for a medical device, scoring a Design FMEA and deciding whether a failure mode needs mitigation, planning a human factors/usability validation study, building a design traceability matrix, or writing a design verification or risk-mitigation report. Distinct from a regulatory-affairs-specialist (owns the submission/clearance process, not the engineering itself) and from a clinical-data-manager/biostatistician (trial data and analysis, not device design).

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Blockchain Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Blockchain Engineer — applying the checks-effects-interactions pattern to prevent a reentrancy exploit, auditing a privileged/administrative function for missing access control, designing a manipulation-resistant oracle for on-chain price data, minimizing gas cost through storage-write design, or deciding whether a smart contract needs an upgradability pattern before deployment.

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Broadcast Announcer · wonsukchoi bundle
Use when a task needs the judgment of a radio broadcast announcer or on-air disc jockey — backtiming a live break against a hard network join or legal ID, deciding what to cut when a caller or breaking-news read runs long, judging FCC indecency/EAS exposure on live content, structuring a voice-tracked shift so it doesn't read as canned, or diagnosing why a daypart's PPM numbers are sliding.

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Cargo Freight Agent · wonsukchoi bundle
Use when a task needs the judgment of a cargo/freight agent — quoting a shipment across air/ocean/ground modes, calculating dimensional weight vs actual weight for billing, classifying freight by NMFC density class, preparing bill-of-lading/customs documentation, or processing a cargo-damage claim.

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Chemical Technician · wonsukchoi bundle
Use when a task needs the judgment of a Chemical Technician — running a routine or non-routine lab analysis under an SOP, reading a control chart or calibration-check trend for drift, deciding whether to release, hold, or escalate a QC result, troubleshooting an instrument or reagent problem on the bench, or handling chain-of-custody and hazardous-chemical storage/documentation.

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Computer Programmer · wonsukchoi bundle
Use when a task needs the judgment of a computer programmer implementing to a given specification — translating a design/pseudocode/systems-analyst spec into working code in a specified language, flagging spec ambiguity before writing code, maintaining or modernizing an existing codebase against its original contract, or writing unit tests that prove the implementation matches the spec (not designing the system the spec describes).

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Critical Care Nurse · wonsukchoi bundle
Use when a task needs the judgment of an ICU/critical care RN — titrating a vasoactive drip within an ordered range and deciding when to escalate to a second agent, coordinating daily sedation-awakening and spontaneous-breathing trials on a ventilated patient, interpreting a hemodynamic/lactate trend against a resuscitation target, or working the ABCDEF bundle to prevent post-ICU complications.

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Dietetic Technician · wonsukchoi bundle
Use when a task needs the judgment of a Nutrition and Dietetics Technician, Registered (NDTR/DTR) — translating a physician's diet order into a texture/therapeutic tray specification, triaging a nutrition-screening or intake-decline signal for RDN escalation, auditing a tray line or food-safety log against a threshold, or drawing the line between routine dietetics work and a nutrition-diagnosis call that belongs to the supervising RDN.

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Dispensing Optician · wonsukchoi bundle
Use when a task needs the judgment of a dispensing optician — translating a written prescription into a fitted pair of glasses, resolving frame/lens material tradeoffs, diagnosing why a finished pair doesn't feel or see right, or deciding whether a fit problem is remake, adjustment, or patient-adaptation.

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Driver Sales Worker · wonsukchoi bundle
Use when a task needs the judgment of a Driver/Sales Worker on a direct-store-delivery (DSD) route — negotiating a shelf-facing or planogram change with a store manager, resizing a standing order after a shelf or demand change, deciding whether to pull code-dated product before a stale credit hits, reconciling a route's revenue-per-stop against cost-per-stop, or deciding whether to fight for shelf space back from a competitor.

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Education Professor · wonsukchoi bundle
Use when a task needs the judgment of a tenure-track/tenured Education Professor in a teacher-preparation program — designing a licensure course unit against InTASC/CAEP standards, deciding whether a candidate's borderline edTPA score needs a targeted or full retake, triaging a failing student-teaching placement, or assembling CAEP self-study evidence for reaccreditation.

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Electrical Engineer · wonsukchoi bundle
Use when a task needs the judgment of an Electrical Engineer working in power systems — sizing a service or feeder from NEC demand factors, running a short-circuit study and checking breaker interrupting ratings, computing arc-flash incident energy and assigning a PPE category, checking protective-device coordination (selectivity), or reviewing a single-line diagram before construction.

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Farm Products Buyer · wonsukchoi bundle
Use when a task needs the judgment of a Buyer or Purchasing Agent for Farm Products — pricing a grain or livestock load against the board and local basis, applying a grade-discount schedule to a scale ticket, choosing between a cash forward contract and a hedge-to-arrive (HTA), managing elevator storage capacity during harvest intake, or deciding whether to hedge a new forward-contracted position.

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Fundraising Manager · wonsukchoi bundle
Use when a task needs the judgment of a Fundraising Manager (nonprofit development) — planning a fundraising campaign, cultivating and soliciting a major donor, evaluating a grant opportunity, or deciding how to allocate fundraising effort across donor segments.

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Glass Blower Molder · wonsukchoi bundle
Use when a task needs the judgment of a Glass Blower/Molder/Bender/Finisher — verifying COE compatibility before fusing two glass pieces, calculating an annealing schedule from a piece's thickest cross-section rather than its average wall thickness, confirming a full annealing temperature profile rather than treating kiln time as sufficient, or adjusting working temperature when switching between glass types.

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Hand Cutter Trimmer · wonsukchoi bundle
Use when a task needs the judgment of a Hand Cutter and Trimmer — nesting pattern pieces to respect grain direction and avoid natural material defects rather than maximizing yield alone, verifying a cutting template's accuracy against the master pattern, deciding when blade sharpness has degraded enough to affect dimensional accuracy, or measuring a stretch/bias-cut piece after it relaxes rather than while under handling tension.

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High School Teacher · wonsukchoi bundle
Use when a task needs the judgment of a Secondary School Teacher — backward-designing a unit from a standard, distinguishing formative from summative assessment design, differentiating instruction for a mixed-ability classroom, running a classroom behavior escalation ladder, or defending a grade against a parent dispute with rubric-anchored evidence.

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Industrial Engineer · wonsukchoi bundle
Use when a task needs the judgment of an Industrial Engineer — balancing an assembly line against takt time, redesigning a facility layout to cut travel distance, setting a labor time standard from a time study, diagnosing which station is the real throughput bottleneck, or screening whether a proposed automation project's payback justifies the capital.

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Landscape Architect · wonsukchoi bundle
Use when a task needs the judgment of a Landscape Architect — designing a site grading/drainage plan, selecting a planting palette for a climate and soil profile, resolving a hardscape-vs-planting tradeoff, sizing stormwater detention against a design storm, or navigating zoning setbacks and easements on a site plan.

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Lighting Technician · wonsukchoi bundle
Use when a task needs the judgment of a lighting technician — planning power distribution and phase balance for a lighting rig, patching and addressing DMX fixtures across universes, checking a rigging point's load against its working load limit before a hang, or troubleshooting a fixture, cue, or followspot failure during tech or a live show.

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Locomotive Engineer · wonsukchoi bundle
Use when a task needs the judgment of a locomotive engineer — planning a brake application and train-handling sequence for a loaded train on a descending grade, interpreting a signal aspect and determining absolute versus permissive authority, managing slack-action risk during a throttle-to-brake transition, reasoning about a positive train control (PTC) penalty-brake enforcement event, or evaluating an Hours of Service rest-period question before accepting or continuing an assignment.

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Materials Scientist · wonsukchoi bundle
Use when a task needs the judgment of a Materials Scientist — establishing a structure-property relationship for a new or candidate material, indexing/interpreting an XRD pattern (phase ID, lattice parameter, crystallite size, microstrain), interpreting a DSC/TGA thermal-analysis scan, reconciling a measured property against a micromechanics or thermodynamic model, or designing a synthesis/processing experiment matrix for a materials-development campaign. Distinct from a materials-engineer (selects and qualifies an existing material for a specific designed part, and diagnoses why a fielded part failed) — this role develops and characterizes new materials in the lab, establishing why a structure produces a property in the first place, before any application-specific part exists.

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Mechanical Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Mechanical Engineer — interpreting FEA stress results for fatigue vs. yield risk, selecting a factor of safety by load-case criticality, choosing between materials on strength-to-weight and manufacturability tradeoffs, running a tolerance stack-up on an assembly, or reviewing a CAD design for manufacturability before release to production.

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Medical Dosimetrist · wonsukchoi bundle
Use when a task needs the judgment of a medical dosimetrist — designing an IMRT/VMAT beam arrangement and optimization objectives, resolving a PTV-coverage-vs-OAR-constraint conflict, evaluating a DVH and isodose distribution before physician sign-off, triaging a failed patient-specific QA, or writing a plan directive for therapy handoff. US radiation oncology default (AAPM/ASTRO practice norms).

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Metal Layout Worker · wonsukchoi bundle
Use when a task needs the judgment of a Layout Worker, Metal and Plastic — deciding whether to measure a feature directly from the established datum versus chaining from a previously marked feature, applying machining stock allowance to a layout dimension, selecting a datum that matches a part's functional reference, or diagnosing why a layout error compounded across multiple marked features.

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Metal Pourer Caster · wonsukchoi bundle
Use when a task needs the judgment of a Metal Pourer/Caster — tracking melt treatment fade time separately from pour temperature, verifying ladle/tool dryness before any contact with molten metal, matching pour rate to a specific mold/gating design rather than a generic pace, or inspecting ladle refractory condition before each use rather than assuming prior successful use confirms current adequacy.

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Motorcycle Mechanic · wonsukchoi bundle
Use when a task needs senior motorcycle-mechanic judgment — running a T-CLOCS-style intake inspection on a vague handling complaint, diagnosing a rough-idle or no-start complaint on a fleet split between carbureted and fuel-injected machines, deciding whether chain/sprocket or tire wear is ride-safe versus stop-ship, scoping a valve-clearance service against architecture-specific spec, or pricing seasonal storage-prep against the spring comeback it prevents.

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Passenger Attendant · wonsukchoi bundle
Use when a task needs the judgment of a passenger attendant — securing a wheelchair passenger to WC19 anchor points before a rail platform's scheduled departure, deciding whether to request an extended-dwell hold from the conductor/train operator, triaging an onboard medical complaint against a non-clinical scope of care and deciding when to escalate to EMS, reconciling a mobility-assistance manifest for evacuation accountability, or working a paratransit door-to-door pickup against an on-time pickup window.

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Pest Control Worker · wonsukchoi bundle
Use when a task needs the judgment of a licensed pest control technician/PCO — diagnosing a pest or wood-destroying-organism (WDO) infestation, calculating a legal termiticide or insecticide application rate, writing a WDO/NPMA-33 inspection report for a real estate transaction, deciding between trench-and-treat vs. rod injection vs. bait, or evaluating a termite retreatment/repair warranty claim.

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Pharmacy Technician · wonsukchoi bundle
Use when a task needs the judgment of a Pharmacy Technician — verifying a new prescription before data entry, triaging an insurance claim rejection code, reconciling days'-supply math after a dose change, deciding a compounding beyond-use date, or catching a look-alike/sound-alike or high-alert medication error before pharmacist final check.

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Physician Assistant · wonsukchoi bundle
Use when a task needs the judgment of a physician assistant — working up an undifferentiated complaint within a delegated scope of practice, deciding when a case needs escalation to the supervising/collaborating physician, applying a validated clinical decision rule to avoid unnecessary testing, or navigating a state-specific practice-agreement boundary (prescribing authority, cosignature requirements).

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Political Scientist · wonsukchoi bundle
Use when a task needs the judgment of a Political Scientist — reading a public-opinion poll or forecast for what it actually supports, designing a comparative or quasi-experimental study of an institutional or policy question, checking whether an aggregate political pattern licenses the individual-level claim being made about it, or writing a policy-relevant readout that separates statistical significance from political significance.

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Prepress Technician · wonsukchoi bundle
Use when a task needs the judgment of a Prepress Technician — running a preflight check on a client-supplied print file, deciding whether a color shift traces to the wrong ICC profile or an uncompensated dot-gain curve, evaluating whether an image's resolution or a design's bleed margin will survive trimming and printing, or deciding whether a late file change requires a new contract proof.

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957 published skills · page 8 of 10