wonsukchoi

@wonsukchoi source repo

957 skills
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1 day ago last updated

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Music Therapist · wonsukchoi bundle
Use when a task needs the judgment of a Music Therapist — designing a neurologic music therapy (RAS) gait-training protocol for a stroke or Parkinson's patient, sequencing music to de-escalate an agitated dementia or psychiatric client (iso principle), choosing melodic intonation therapy for non-fluent aphasia, screening a trauma-history client before improvisational or GIM-style work, or writing a functional progress note that ties a session's music choices to a measurable non-musical goal.

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News Journalist · wonsukchoi bundle
Use when a task needs the judgment of a News Journalist — deciding whether a claim has enough independent corroboration to publish, handling an anonymous or off-the-record source without burning credibility, structuring a breaking-news story under deadline, or triaging which parts of a developing story are confirmed versus still rumor.

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Online Merchant · wonsukchoi bundle
Use when a task needs the judgment of an Online Merchant/e-commerce operator — calculating a SKU's true net contribution margin after payment fees, shipping, and expected returns, comparing customer acquisition cost against channel-specific lifetime value, deciding between a marketplace and owned-store channel for a product, monitoring chargeback ratio against card-network thresholds, or setting inventory reorder points that weigh stockout against overstock cost.

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Ophthalmologist · wonsukchoi bundle
Use when a task needs the judgment of a board-certified ophthalmologist — triaging acute vision loss or a red eye, deciding cataract surgery timing and IOL power selection, managing glaucoma medication escalation against target IOP, or sequencing anti-VEGF treatment for wet AMD or diabetic macular edema. US practice default (AAO Preferred Practice Pattern framework). A reasoning aid, not medical advice.

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Palaeontologist · wonsukchoi bundle
Use when a task needs the judgment of a palaeontologist — dating a fossil-bearing horizon by reconciling biostratigraphy against radiometric ages, deciding whether a specimen represents a new species or intraspecific/ontogenetic variation, triaging a fossil collection for preparation and curation priority under a limited lab-hour budget, or evaluating a cladistic/phylogenetic placement for a newly described taxon.

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Park Naturalist · wonsukchoi bundle
Use when a task needs the judgment of a park naturalist — designing or revising an interpretive program (guided walk, campfire talk, Junior Ranger activity), deciding how to handle a wildlife or invasive-species encounter during a program, setting group-size or buffer-distance limits for a public event near sensitive resources, or drafting interpretive signage/text.

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Product Manager · wonsukchoi bundle
Use when a task needs senior product-manager judgment — prioritizing between features with real tradeoffs, writing PRDs and decision docs, translating stakeholder requests into problems, killing underperforming features, or deciding what not to build.

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Sports Official · wonsukchoi bundle
Use when a task needs the judgment of a sports official (umpire, referee, or crew chief) — ruling on a bang-bang or judgment-call play, running a video/monitor review under a time budget, de-escalating a coach or player argument, calibrating a crew's positioning and coverage areas, or writing a postgame incident report.

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Terrazzo Worker · wonsukchoi bundle
Use when a task needs the judgment of a terrazzo worker — choosing between epoxy, cementitious, sand-cushion, or monolithic terrazzo systems for a given substrate, laying out divider-strip patterns to control cracking, sequencing a grit-progression grind-and-polish schedule, deciding whether a slab needs moisture mitigation before an epoxy pour, or diagnosing delamination, chip pop-out, or lippage in an installed floor.

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Vehicle Cleaner · wonsukchoi bundle
Use when a task needs the judgment of a fleet vehicle cleaner — running a bus/aircraft/rental-car turnaround clean against a fixed schedule window, responding to a bodily-fluid spill under bloodborne-pathogen protocol, choosing a chemical or pressure-washer setting that won't damage the surface it's meant to clean, or logging a found passenger item into chain of custody.

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Waiter Waitress · wonsukchoi bundle
Use when a task needs the judgment of a waiter/waitress — sequencing course-fire timing with the kitchen across a multi-table section, triaging a section under pacing overload, upselling without reading as commission-chasing, reconciling tip-pool and tip-credit math, or handling an allergen disclosure.

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Wellhead Pumper · wonsukchoi bundle
Use when a task needs the judgment of a Wellhead Pumper — diagnosing a rod-pump problem from a dynamometer card, responding to an H2S gas-detection reading at a wellsite, deciding whether a production drop needs a workover or a mechanical fix, gauging tank levels and tracking produced-water disposal-pressure limits, or setting solo-work safety protocol for remote well rounds.

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Acute Care Nurse · wonsukchoi bundle
Use when a task needs the judgment of an Acute Care Nurse — tracking early warning score trends across a higher patient ratio than ICU to catch silent deterioration before crisis, distinguishing expected post-operative recovery variation from a true complication requiring escalation, triaging competing needs across multiple simultaneous patients, balancing analgesia against oversedation risk by real-time response rather than fixed dosing, and verifying genuine discharge readiness rather than checking a form.

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Anesthesiologist · wonsukchoi bundle
Use when a task needs the judgment of a board-certified anesthesiologist — building a preoperative anesthesia plan and risk stratification, choosing general vs. regional technique and airway strategy, managing an intraoperative crisis (difficult airway, malignant hyperthermia, local anesthetic systemic toxicity), or writing a PACU handoff and postoperative pain-management order set.

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Animal Caretaker · wonsukchoi bundle
Use when a task needs the judgment of an Animal Caretaker — triaging daily husbandry when kennel census exceeds staffing capacity, reading a Fear-Anxiety-Stress (FAS) score change or appetite/output drop against an escalation threshold, deciding brush-out vs. shave-down on a matted coat, or setting isolation and vaccination-lead-time protocol for a new intake or boarding admission.

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Animal Scientist · wonsukchoi bundle
Use when a task needs the judgment of an Animal Scientist — formulating a least-cost livestock ration against nutrient requirements, evaluating breeding stock using EPDs or a selection index, diagnosing a feed-conversion-ratio decline, or designing a growth/reproduction performance-monitoring plan for a livestock operation.

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Athletic Trainer · wonsukchoi bundle
Use when a task needs the judgment of a certified athletic trainer — triaging an on-field or on-court injury, deciding same-day return-to-play vs. refer-out, running a concussion sideline assessment and graduated return-to-sport progression, recognizing exertional heat stroke or another sudden-death emergency, or writing the objective findings that justify a clearance decision.

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Bicycle Repairer · wonsukchoi bundle
Use when a task needs the judgment of a bicycle repairer — diagnosing drivetrain skip and quoting chain-vs-cassette replacement, torquing carbon components to spec, bleeding hydraulic disc brakes, truing a wheel to tension (not just by eye), or deciding whether a safety-critical fastener issue needs to be declined-in-writing rather than patched.

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Carpenter Helper · wonsukchoi bundle
Use when a task needs the judgment of a carpenter's helper — cutting and staging lumber to a carpenter's layout marks, assembling and standing framed wall panels, running a material take-off and waste calculation for a framing package, or recognizing when a jobsite condition (a missing guardrail component, a nail-gun trigger setting, a header that doesn't match the plan) is a stop rather than a workaround.

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Carpet Installer · wonsukchoi bundle
Use when a task needs the judgment of a carpet installer — testing a slab for moisture before glue-down, laying out seam and pattern-match placement for a room wider than the goods roll, deciding stretch-in vs direct-glue method, diagnosing a wrinkled or peaking installation, or pricing a moisture-mitigation or re-stretch change order.

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Casting Director · wonsukchoi bundle
Use when a task needs the judgment of a Casting Director — writing and placing a casting breakdown, triaging audition submissions into a shortlist, negotiating an actor's quote and billing against an episodic budget, running a chemistry read for a lead pairing, or structuring a test-option deal for a series regular.

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Childcare Worker · wonsukchoi bundle
Use when a task needs the judgment of a Childcare Worker — checking ratio/headcount compliance across mixed-age groups, deciding whether a fall or minor incident needs a written report versus a verbal mention at pickup, redirecting a behavior problem in an unstructured (non-curriculum) setting, or triaging which of several simultaneous demands (a crying toddler, a fight over a toy, a diaper) gets attention first.

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Commercial Diver · wonsukchoi bundle
Use when a task needs the judgment of a Commercial Diver — planning a surface-supplied or SCUBA-mode dive against no-decompression limits, sizing a bailout/reserve gas supply before descent, choosing wet vs. dry (habitat) underwater welding for a repair, scoping an underwater NDT inspection, or deciding whether to abort a dive against a safety threshold.

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Commercial Pilot · wonsukchoi bundle
Use when a task needs the judgment of a commercial pilot — computing density-altitude-adjusted takeoff/landing distance against runway available, checking weight-and-balance CG against the envelope (not just gross weight), deciding an IFR/VFR go/no-go against personal minimums instead of legal minimums, interpreting a METAR/TAF (TEMPO/PROB groups, 1-2-3 alternate rule) for a go decision, or setting divert/turn-back triggers before a flight departs.

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Costume Designer · wonsukchoi bundle
Use when a task needs the judgment of a Costume Designer — deciding build vs. rent vs. buy for a specific garment, budgeting a production's costume-shop spend across principals and ensemble, engineering a quick-change to hit a scripted time window, building or reading a costume plot to track pieces across a run, or diagnosing why a build is behind schedule going into tech week.

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Credit Counselor · wonsukchoi bundle
Use when a task needs the judgment of a Credit Counselor — calculating debt-to-income ratio and disposable income to test debt management plan (DMP) feasibility, comparing DMP versus debt settlement versus bankruptcy for a specific client's financial situation, negotiating and applying creditor interest-rate concessions, selecting a debt payoff order matched to a client's follow-through pattern, or providing federally required pre-bankruptcy credit counseling.

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Cytotechnologist · wonsukchoi bundle
Use when a task needs the judgment of a cytotechnologist — screening a gynecologic (Pap test) slide and applying Bethesda System criteria, assessing non-gynecologic specimen adequacy (FNA rapid on-site evaluation, body fluid, brushing) against the relevant reporting system, deciding whether a finding can be signed out independently or must be referred to a pathologist, or auditing screening quality metrics (ASC:SIL ratio, rescreen concordance, workload compliance). A reasoning aid, not a substitute for a certified cytotechnologist or pathologist signing out an actual case.

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Data Entry Keyer · wonsukchoi bundle
Use when a task needs the judgment of a Data Entry Keyer — resolving an illegible or ambiguous source-document field before keying it, running key-verification (double-key) reconciliation on a batch, deciding whether a production-speed quota is compromising accuracy, or sampling a completed batch for a quality-control audit.

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Dental Assistant · wonsukchoi bundle
Use when a task needs the judgment of a dental assistant — sequencing instrument transfer during a procedure, troubleshooting a retake-worthy radiograph before re-exposing the patient, tracing a failed sterilization-cycle indicator back to the affected instrument batches, or timing a chairside material mix against its working-time window across multiple prepped teeth.

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Dental Hygienist · wonsukchoi bundle
Use when a task needs the judgment of a dental hygienist — full-mouth periodontal charting and staging, sequencing scaling and root planing across quadrants, deciding whether a finding needs escalation back to the dentist, or building a home-care compliance plan for a patient with active periodontal disease.

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Derrick Operator · wonsukchoi bundle
Use when a task needs the judgment of a Derrick Operator (derrickhand) — running the monkeyboard during a pipe trip, reading trip-tank volume against calculated displacement for a swab or kick signature, calculating a barite weight-up in sacks, deciding whether a volume anomaly warrants stopping the trip for a flow check, or running the mud circulating system (shakers, desander, degasser) between trips.

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Exercise Trainer · wonsukchoi bundle
Use when a task needs the judgment of an Exercise Trainer or Group Fitness Instructor — screening a new client before programming intensity, running a movement assessment and picking a corrective substitution, progressing (or holding) a client's training load across weeks, distinguishing normal post-exercise soreness from an injury signal, or writing a session/program card a client can actually follow.

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Family Physician · wonsukchoi bundle
Use when a task needs the judgment of a family medicine physician — running a primary-care visit with a limited time box, managing a patient with multiple concurrent chronic conditions, deciding what to work up today versus what to watch over time, triaging preventive-care gaps against the visit's actual agenda, or writing a referral/consult note. A reasoning aid modeling how a family physician thinks, not a substitute for a licensed physician, and never a diagnosis or treatment recommendation for a real person.

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Fashion Designer · wonsukchoi bundle
Use when a task needs the judgment of a Fashion Designer — costing a garment against a wholesale-margin target, calculating fabric yield/marker efficiency for a style, planning a seasonal collection's SKU and colorway count, setting fit-grading tolerances across a size run, or diagnosing why a sample doesn't match a tech pack.

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Flight Attendant · wonsukchoi bundle
Use when a task needs the judgment of a flight attendant — verifying door-arming/disarming cross-check discipline at boarding close and arrival, computing the required cabin-crew count against 14 CFR 121.391 seat thresholds, assessing whether an inoperative exit changes evacuation-readiness math, working an in-flight medical event against the enhanced emergency medical kit and ground-based physician consult, or escalating an unruly-passenger situation through the FAA enforcement tiers.

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Gambling Manager · wonsukchoi bundle
Use when a task needs the judgment of a Gambling/Gaming Manager — managing table game or slot floor operations, evaluating a hold percentage variance, handling a suspected advantage play or cheating incident, ensuring regulatory/AML compliance, or deciding on comp/credit extension to a player.

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General Engineer · wonsukchoi bundle
Use when a task needs cross-disciplinary generalist-engineer judgment — scoping a problem that doesn't sit inside one named discipline, deciding whether to proceed in-house or route to a specialist, reviewing a fabricator's shop-drawing or spec substitution for load-path or interface impact, writing an interface control document across a contractor/team boundary, or drafting a design-decision memo that states the margin and what could break it.

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Gis Technologist · wonsukchoi bundle
Use when a task needs the judgment of a GIS Technologist/Analyst — reconciling coordinate reference system (CRS) mismatches between datasets before an overlay or area calculation, choosing a projection appropriate to the specific analysis (area vs. distance vs. display), validating polygon/line topology before trusting derived spatial results, assessing geocoded address precision against an analysis's accuracy requirement, or checking whether a dataset's original digitizing scale matches the current analysis scale.

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Graphic Designer · wonsukchoi bundle
Use when a task needs the judgment of a Graphic Designer — designing or critiquing a logo/brand identity system, writing brand guidelines that others will apply, choosing a typographic scale and pairing, evaluating a color palette for legibility and contrast (not just aesthetics), or preparing a print or digital production file (CMYK build, bleed, resolution).

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Home Health Aide · wonsukchoi bundle
Use when a task needs the judgment of a Home Health Aide — assisting a client with personal care and ADLs in a private home, deciding whether a symptom or home condition needs to be reported to the supervising nurse now, distinguishing an in-scope personal-care task from an out-of-scope medical one, or handling a suspected abuse/neglect or home-safety concern.

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Lawyer Contracts · wonsukchoi bundle
Use when a task needs the judgment of a senior commercial contracts attorney — reviewing or redlining agreements (MSAs, SaaS, licensing, vendor, distribution), spotting where the real risk allocation lives, choosing negotiation positions and fallbacks, or translating legal exposure into business terms. US commercial law default (state common law + UCC Article 2). A reasoning aid, not legal advice.

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Mri Technologist · wonsukchoi bundle
Use when a task needs the judgment of an ARRT(MR)-certified MRI technologist — screening a patient or implant for MR safety and zone entry, selecting or adjusting a pulse-sequence protocol against a diagnostic question and time budget, monitoring or predicting specific absorption rate (SAR) and gradient limits during a scan, judging gadolinium contrast eligibility against renal function, or troubleshooting a motion/artifact problem before images reach the radiologist. US practice default (ACR Manual on MR Safety, FDA/IEC SAR limits). A reasoning aid, not medical advice.

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Nuclear Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Nuclear Engineer — sizing radiation shielding against a dose target, screening a proposed plant change under 10 CFR 50.59, ranking systems for maintenance rigor using PRA importance measures, checking a safety analysis for design-basis vs. best-estimate conservatism, or evaluating whether a redundant safety train is truly independent (common-cause failure).

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Psychiatric Aide · wonsukchoi bundle
Use when a task needs the judgment of a psychiatric aide on an inpatient psychiatric unit or state hospital ward — running ADL and rounds coverage for a patient assignment, deciding whether an observed behavior change is a "tell the nurse now" or "chart it at rounds" situation, choosing how to engage a withdrawn or agitated patient through activity rather than confrontation, or knowing what an aide can and can't do when a restraint response is called. US practice default. A reasoning aid, not medical advice.

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Purchasing Agent · wonsukchoi bundle
Use when a task needs the judgment of a Purchasing Agent — cutting a purchase order against the correct procurement method, running an RFQ/RFP and scoring the quotes, applying dollar-threshold rules (micro-purchase, simplified acquisition, sole-source) to a specific buy, reconciling a three-way match discrepancy between PO/receipt/invoice, or catching split-purchase and maverick-spend patterns before they become audit findings.

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Refuse Collector · wonsukchoi bundle
Use when a task needs the judgment of a refuse and recyclable material collector — deciding whether to back a truck without a spotter, screening a recycling container for contamination, clearing a hopper/packer jam, or re-sequencing a route that's running behind schedule.

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Registered Nurse · wonsukchoi bundle
Use when a task needs the judgment of a Registered Nurse — recognizing early clinical deterioration from vital-sign trends, prioritizing a multi-patient assignment by acuity, escalating a change in patient condition to a physician (SBAR), applying medication-safety checks under time pressure, or delegating tasks to techs/CNAs within their scope.

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Sales Supervisor · wonsukchoi bundle
Use when a task needs the judgment of a first-line supervisor of non-retail sales workers — running a daily/weekly floor report for an inside or outside B2B sales team, diagnosing a quota miss down to the funnel stage that broke, approving a discount or credit-term exception, rebalancing account territories, or catching a compliance exposure (call-abandonment rate, commission-draw handling, outside-sales classification) before it becomes a fine.

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Security Manager · wonsukchoi bundle
Use when a task needs the judgment of a (physical/corporate) Security Manager — designing physical access controls, assessing a facility or event's security risk, responding to a security incident, or deciding how to allocate a security budget across prevention, detection, and response. Distinct from a cybersecurity/information-security role — this one covers physical and personnel security.

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Short Order Cook · wonsukchoi bundle
Use when a task needs the judgment of a Short Order Cook — running solo diner-style service on a single flattop and fryer, sequencing tickets by doneness and zone instead of arrival order, managing par-cooked holds for bacon/sausage/hash browns against food-safety hold limits, deciding when to 86 an item mid-rush, or training a new hire to read doneness visually instead of by stopwatch.

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Technical Writer · wonsukchoi bundle
Use when a task needs the judgment of a Technical Writer — architecting API/developer documentation, auditing documentation coverage against support-ticket volume, classifying content by Diátaxis type (reference/how-to/tutorial/explanation), designing a docs-as-code workflow, or diagnosing why users can't self-serve from existing docs.

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Welding Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Welding Engineer — writing and qualifying a Welding Procedure Specification (WPS) through a Procedure Qualification Record (PQR) test program, selecting a welding process (GMAW/FCAW/SMAW/GTAW/SAW) and joint design under a cost/quality/position tradeoff, calculating preheat/interpass temperature from carbon equivalent or Pcm to control hydrogen cracking, specifying PWHT and Charpy impact requirements against a service's MDMT, or running root-cause failure analysis on a cracked or rejected weld. Distinct from a welder (executes a qualified WPS inside its parameter range) — this role designs and qualifies the procedure, and owns the code-compliance judgment that makes a weld fit for its intended service.

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Wood Model Maker · wonsukchoi bundle
Use when a task needs the judgment of a Wood Model Maker — calculating each scaled dimension directly from the original full-scale source rather than chaining from a previously cut model feature, recognizing that small model-scale errors project to large full-scale errors, testing whether a candidate material actually reads correctly at model scale and viewing distance, or matching construction robustness to a model's actual anticipated handling and lifespan.

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Aircraft Mechanic · wonsukchoi bundle
Use when a task needs the judgment of a certificated aircraft mechanic — triaging a maintenance discrepancy, deciding whether an item can be MEL-deferred or grounds the aircraft, working out an Airworthiness Directive's compliance deadline, reviewing a torque/safety-wire job before sign-off, or writing a return-to-service log entry.

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Biology Professor · wonsukchoi bundle
Use when a task needs the judgment of a Biology Professor at a research university — writing or defending an NIH/NSF grant budget, deciding authorship order on a paper, navigating an IACUC or biosafety protocol, mentoring a PhD student through a stalled project, or converting a course when active-learning data doesn't match student pushback.

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Chemical Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Chemical Engineer — closing a mass/energy balance around a reactor or separation unit, evaluating scale-up risk from bench to pilot to plant, reviewing a HAZOP finding or LOPA scenario for a covered process, sizing relief for a runaway-reaction or fire case, or checking a process safety information (PSI) package against OSHA 1910.119 before startup.

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Cnc Tool Operator · wonsukchoi bundle
Use when a task needs the judgment of a CNC Tool Operator — diagnosing a dimension trending toward its tolerance limit across consecutive parts before it actually crosses, deciding whether to apply a tool wear offset or flag the tool for replacement, evaluating whether a failed part traces to work-holding repeatability versus a program or tool issue, or verifying a setup change with a first-article inspection before running production quantity.

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Conveyor Operator · wonsukchoi bundle
Use when a task needs the judgment of a Conveyor Operator — diagnosing a mistracking belt before it becomes edge damage or spillage, verifying every lockout/tagout isolation point on a conveyor with a gravity take-up or incline before entering the nip zone, calculating each conveyor's actual delivered capacity in a multi-conveyor line to find the true bottleneck, deciding whether a mechanical or vulcanized splice fits a given tension rating, or judging whether a pinch-point guarding gap needs an immediate stop versus a scheduled fix.

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Costume Attendant · wonsukchoi bundle
Use when a task needs the judgment of a costume attendant/dresser — planning or timing a quick change, building a costume plot or track sheet, deciding a laundry/repair rotation, assigning dresser-to-actor ratios for a scene, or diagnosing why a costume is failing onstage.

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Courier Messenger · wonsukchoi bundle
Use when a task needs the judgment of a courier or messenger — sequencing a multi-stop route against hard delivery windows, deciding what proof-of-delivery a shipment requires, handling a chain-of-custody transfer for a legal or medical item, or resolving a refused-delivery/no-answer exception against the sender's fallback instructions.

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Desktop Publisher · wonsukchoi bundle
Use when a task needs the judgment of a Desktop Publisher — laying out a multi-page document on a grid system, applying typesetting rules (kerning, leading, widow/orphan control), preflighting a file for print (bleed, color mode, image resolution) before it goes to press, or deciding between a template and a custom layout under a deadline.

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Dragline Operator · wonsukchoi bundle
Use when a task needs the judgment of a Dragline and Excavating/Loading Machine Operator in surface mining — converting a rated bucket capacity into bank cubic yards moved per shift, deciding whether a swing angle or spoil-placement plan needs to be flagged to pit engineering, matching loading pass count and payload to a haul truck's rated capacity, checking ground bearing conditions before walking or tracking a machine onto fill or spoil, or reading a berm/highwall condition against MSHA thresholds.

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Extraction Helper · wonsukchoi bundle
Use when a task needs the judgment of a drilling-rig floorhand or quarry/mine extraction helper — racking and tallying drill pipe on a trip, staging tools and reading hand signals on the rig floor or at a blast site, verifying gas-monitor and PPE status before a task starts, or deciding whether a task is inside the helper's trained/certified scope versus must wait for the derrickhand, driller, or shot firer.

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Film Video Editor · wonsukchoi bundle
Use when a task needs the judgment of a Film and Video Editor — cutting a rough assembly down to a target runtime, diagnosing why a scene isn't playing, structuring a revision-round process with a director/client, or preparing a picture-locked timeline for sound/color finishing.

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Financial Analyst · wonsukchoi bundle
Use when a task needs the judgment of a corporate/investment financial analyst — building or reviewing financial models, evaluating whether a business decision makes financial sense, interpreting financial statements, or assessing an investment/budget tradeoff.

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Financial Manager · wonsukchoi bundle
Use when a task needs CFO-level judgment — capital structure and funding decisions, cash runway and liquidity management, financial risk oversight, board/investor reporting, or pricing the financial consequences of a strategic choice before it's made. Broader than financial-analyst (builds the models) or accountant-controller (closes the books) — this role owns the finance function's direction and the company's financial survivability.

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Freight Forwarder · wonsukchoi bundle
Use when a task needs the judgment of a freight forwarder — quoting LCL vs FCL ocean freight, deciding whether to book as agent or issue a House Bill of Lading as NVOCC, verifying an Incoterm's responsibility split before booking, comparing ocean vs air on total landed cost, or managing demurrage/detention exposure on an in-transit shipment.

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Frontend Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Frontend Engineer — diagnosing which Core Web Vital (LCP/INP/CLS) a change actually affects before optimizing, fixing forced synchronous layout thrashing from interleaved DOM reads/writes, reducing bundle size through code splitting rather than assuming one more dependency is negligible, or building UI with semantic HTML/ARIA so accessibility isn't a retrofit.

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Funeral Attendant · wonsukchoi bundle
Use when a task needs the judgment of a Funeral Attendant — staffing and staging a casket carry, running a viewing-room or graveside setup walkthrough, verifying chain of custody on remains or personal effects at a handoff, sequencing a funeral procession and escort vehicle, or working through a bloodborne-pathogen exposure situation during dressing or casketing.

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Genetic Counselor · wonsukchoi bundle
Use when a task needs the judgment of a genetic counselor — calculating a consultand's pedigree-based or Bayesian-modified risk of carrying or developing a genetic condition, structuring pretest/posttest counseling for a genetic-testing decision, communicating a variant classification's family implications, or navigating informed consent and psychosocial fallout around a genetic result.

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Geodetic Surveyor · wonsukchoi bundle
Use when a task needs the judgment of a geodetic surveyor — designing a static GNSS control network and choosing session length/redundancy for a target order/class, processing baselines through OPUS and running a minimally- then fully-constrained least-squares adjustment, converting GNSS ellipsoidal heights to orthometric elevations with the correct geoid model, evaluating whether a coordinate deliverable's datum/frame/epoch is stated correctly, or deciding whether existing published NSRS control is adequate to tie a new project to.

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Histotechnologist · wonsukchoi bundle
Use when a task needs the judgment of a Histotechnologist — deciding a fixation, processing, or decalcification protocol for a specimen, troubleshooting a microtomy or staining artifact, triaging turnaround-time pressure against tissue-conservation for future testing, or reconciling a block/slide identity or floater problem before sign-out.

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Hr People Manager · wonsukchoi bundle
Use when a task needs the judgment of an HR/people manager — handling a performance issue, designing compensation or leveling decisions, resolving a workplace conflict, structuring a hiring process, or navigating an org design/headcount decision.

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Interior Designer · wonsukchoi bundle
Use when a task needs the judgment of an Interior Designer — space-planning a commercial or residential layout against code-minimum clearances, selecting and specifying finishes/furniture within a budget, designing a lighting plan against footcandle targets, checking a layout for ADA accessible-route/clear-floor-space compliance, or reconciling a finish-schedule budget against a client's allowance.

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Log Grader Scaler · wonsukchoi bundle
Use when a task needs the judgment of a Log Grader and Scaler — computing board-foot volume of a log or truckload under the Scribner/Doyle/International 1/4-inch scale rules, assigning a log grade (peeler/sawmill/utility) from measured defect, calculating a sweep/crook/rot deduction, or resolving a scale dispute between a logger or landowner and a mill.

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Logistics Analyst · wonsukchoi bundle
Use when a task needs the judgment of a Logistics Analyst — selecting shipping mode (parcel/LTL/FTL/intermodal) against a weight-and-cube breakeven, comparing carriers on total landed cost rather than quoted rate, auditing a freight invoice against the bill of lading and contract rates, calculating on-time-in-full (OTIF) performance, or analyzing a shipping lane's volume and cost trend.

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Marketing Manager · wonsukchoi bundle
Use when a task needs the judgment of a Marketing Manager — running a marketing team/function, allocating budget across programs, approving campaign plans, or reporting marketing performance to leadership. Broader operational/managerial counterpart to the marketing-strategist role, which focuses on positioning and channel strategy specifically.

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Massage Therapist · wonsukchoi bundle
Use when a task needs the judgment of a massage therapist — screening a new client's intake form for contraindications, choosing a technique for a presenting condition, calibrating pressure/duration to a client's tolerance, or deciding when a finding requires referring the client back to a physician instead of proceeding with the session.

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Medical Assistant · wonsukchoi bundle
Use when a task needs the judgment of a medical assistant — taking and triaging vital signs against a standing-order escalation threshold, administering an injection or 12-lead EKG under a physician's standing order, switching between clinical and administrative tasks within one patient visit, or deciding whether a finding is inside scope-of-practice to handle versus must go straight to the physician or nurse.

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Medical Scientist · wonsukchoi bundle
Use when a task needs the judgment of a Medical Scientist doing preclinical/translational research — designing an in vitro or in vivo experiment, fitting and interpreting a dose-response curve, judging whether an efficacy signal survives replication and assay-quality scrutiny, deciding a go/no-go on program progression, or scoping a GLP-vs-exploratory study. Distinct from a clinical-data-manager (owns trial data integrity, not research design) and a biostatistician (owns statistical methodology for the analysis this role's data feeds into, not the biological research question itself).

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Medical Secretary · wonsukchoi bundle
Use when a task needs the judgment of a Medical Secretary or Administrative Assistant — triaging a scheduling request by clinical urgency, timing an insurance-eligibility re-verification, working backward from an appointment date to set a prior-authorization submission deadline, or applying HIPAA's minimum-necessary standard to a records-release request.

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Network Architect · wonsukchoi bundle
Use when a task needs the judgment of a Computer Network Architect — auditing a redundancy design for hidden single points of failure, sizing WAN/link capacity against busy-hour rather than average utilization, designing network segmentation around trust boundaries, calculating QoS bandwidth reservation for real-time traffic like VoIP, or selecting a routing protocol matched to topology scale and convergence requirements.

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Neuropsychologist · wonsukchoi bundle
Use when a task needs the judgment of a doctoral-level Clinical Neuropsychologist — designing a test battery for a dementia/TBI/epilepsy referral, checking whether a cognitive profile is valid before trusting it, interpreting a score pattern for brain-behavior localization, applying a reliable-change calculation to serial testing, or writing a neuropsychological evaluation report a neurologist or court can act on.

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Nurse Anesthetist · wonsukchoi bundle
Use when a task needs the judgment of a Certified Registered Nurse Anesthetist (CRNA) — planning an anesthetic technique for a specific patient and procedure, working a difficult-airway or intraoperative crisis (malignant hyperthermia, local anesthetic systemic toxicity, high spinal), risk-stratifying a preoperative patient (ASA-PS, STOP-BANG, Apfel), or making an emergence/PACU-disposition call. US anesthesia practice default. A reasoning aid, not medical advice.

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Nursing Assistant · wonsukchoi bundle
Use when a task needs the judgment of a Certified Nursing Assistant (CNA) — taking and reporting vital signs, assisting with ADLs (bathing, toileting, transfers, feeding), observing and reporting a fall risk or skin-integrity change, or deciding whether something observed needs to go to the nurse now versus at the next scheduled check-in.

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Nursing Professor · wonsukchoi bundle
Use when a task needs the judgment of a Nursing Professor (Postsecondary) — building a clinical-judgment-aligned test blueprint, root-causing an NCLEX-RN pass-rate decline before a Board of Nursing review, resolving a high-stakes exit-exam progression dispute, writing a corrective action plan for a CCNE or ACEN accreditation cycle, or deciding whether a clinical group's staffing violates the state ratio cap.

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Parking Attendant · wonsukchoi bundle
Use when a task needs the judgment of a valet/parking attendant — intaking a guest's vehicle and documenting its condition, managing key custody during a shift, deciding how to stage or stack cars for a lot's density and departure pattern, staffing a valet stand for a predicted rush, or handling a disputed-damage or lost-ticket claim after the fact.

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Pediatric Surgeon · wonsukchoi bundle
Use when a task needs the judgment of a pediatric general surgeon — triaging bilious vomiting or an acute abdomen in a neonate, deciding operative timing and staged-versus-definitive repair for congenital anomalies (malrotation, gastroschisis, CDH, biliary atresia), managing necrotizing enterocolitis by clinical stage, or working an acute scrotum against a salvage-time clock. US pediatric surgical practice (APSA guidelines). A reasoning aid, not medical advice.

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Platform Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Platform/Infrastructure Engineer — designing a golden path for a common developer workflow, setting a self-service abstraction's level with an explicit escape hatch, diagnosing why platform adoption is low, enforcing infrastructure-as-code against configuration drift, or planning a staged rollout given a shared platform's multi-tenant blast radius. Distinct from a DevOps/SRE role — this one builds the tools and abstractions other engineers use, not the operational reliability of production systems.

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Police Supervisor · wonsukchoi bundle
Use when a task needs the judgment of a police sergeant or first-line supervisor — reviewing a use-of-force report and deciding whether it clears or needs escalation, deciding when an early-intervention-system flag requires a formal intervention versus a documented conversation, structuring a Garrity-compliant administrative interview, building a shift roster against minimum staffing, or evaluating a field training officer's daily observation reports for a probationary officer.

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Preschool Teacher · wonsukchoi bundle
Use when a task needs the judgment of a Preschool Teacher — designing a play-based learning activity for 3-5 year olds, reading a developmental-screening result and deciding whether to refer, writing a parent note about a behavior or developmental concern, planning classroom routines and transitions, or handling a ratio/supervision compliance question in the classroom itself.

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Probation Officer · wonsukchoi bundle
Use when a task needs the judgment of a Probation Officer or Correctional Treatment Specialist — setting supervision intensity to match a validated risk assessment score rather than offense type alone, classifying a violation as technical vs. new offense and choosing a graduated sanction instead of defaulting to revocation, prioritizing case plan interventions around the specific criminogenic needs an assessment identifies, documenting a case-specific override of an actuarial risk tool's recommendation, or writing a factually balanced presentence investigation report.

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Procurement Clerk · wonsukchoi bundle
Use when a task needs the judgment of a Procurement Clerk — converting a requisition to a purchase order and checking authorization limits, reconciling a three-way match variance between PO/receiving report/invoice, tracking blanket PO drawdown against its ceiling, verifying a vendor bank-detail change before payment, or triaging an aging requisition queue.

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Producer Director · wonsukchoi bundle
Use when a task needs the judgment of a Producer/Director — building a shooting-day budget topsheet, sequencing a stripboard/one-line schedule, running a mid-shoot schedule-compression review, evaluating a greenlight/go-no-go financing decision, or making a casting/crew tradeoff under a locked budget.

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Rail Car Repairer · wonsukchoi bundle
Use when a task needs the judgment of a Rail Car Repairer — deciding whether a wheel/coupler/brake defect meets a bad-order condemning limit, classifying a running-repair defect as wear-and-tear vs. handling-caused for AAR interchange billing, running and interpreting a single-car air brake test before re-stenciling a repaired car, inspecting a coupler knuckle for crack rejection, or writing up an interchange defect report that another railroad will dispute.

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Real Estate Agent · wonsukchoi bundle
Use when a task needs the judgment of a Real Estate Sales Agent — building a lead-generation and follow-up plan, running a listing presentation and handling a seller's price objection, structuring buyer representation and offer strategy under a supervising broker, or working commission-split and cap economics.

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Refinery Operator · wonsukchoi bundle
Use when a task needs the judgment of a Petroleum Pump System Operator, Refinery Operator, or Gauger — diagnosing a product quality failure when every individual temperature and pressure reading looks within range, investigating a relief valve lift's upstream cause, applying temperature/API gravity correction to a tank gauge reading for custody transfer, or deciding how to treat a deviation during startup versus steady-state operation.

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Resident Director · wonsukchoi bundle
Use when a task needs the judgment of a Resident Director / residential-life advisor overseeing a dorm, group home, or similar live-in facility — triaging a crisis or intoxication call, mediating a roommate or resident conflict, deciding whether an incident triggers mandated reporting, designing an on-call duty rotation, or writing up a documented conduct incident.

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Robotics Engineer · wonsukchoi bundle
Use when a task needs the judgment of a Robotics Engineer — deriving forward/inverse kinematics for a serial-link manipulator from Denavit-Hartenberg parameters, sizing a joint actuator and gearbox against gravity and inertial torque, tuning a joint position-control loop from measured plant response, selecting an encoder or sensor to meet an end-effector accuracy budget, or computing a protective separation distance for a collaborative deployment under ISO/TS 15066. Distinct from an embedded-firmware-engineer (writes the real-time code that runs on the motor controller, taking the control law as a given input) and a robotics-technician (installs, calibrates, and repairs a robot already designed) — this role owns the system-level engineering decisions of kinematic structure, actuator/sensor selection, and control-loop design that produce the motion spec those two execute against.

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School Bus Driver · wonsukchoi bundle
Use when a task needs the judgment of a school bus driver — running the loading/unloading danger-zone scan before releasing students, handling a stop-arm violation without leaving the bus, managing student behavior with no administrator aboard, or executing a railroad-crossing stop with students on board.

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957 published skills · page 7 of 10