{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/zoologists-and-wildlife-biologists/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Zoologists and Wildlife Biologists", "soc_code": "19-1023", "category": "Science", "us_employment": 18120, "median_annual_wage": 76780 }, "verdict": "EXPOSED", "risk_resistance": 47, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 14, "liability_shield": 4, "trust_premium": 7, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Camera-trap image sorting, BirdNET-style acoustic ID, occupancy models in unmarked, and the first draft of a biological assessment are all things software now does at speed, but nobody has automated setting a mist net at the right height in the right flyway, sexing a sedated bear, or reading a fresh browse line — the 11 reflects that the field half stays and the analysis-and-writing half is already leaking.", "embodiment": "A 14 covers work where the sampling site is the office: hip waders in spring runoff, elk capture from a helicopter, scat transects on unmaintained trails, necropsy on a carcass in whatever condition you found it — uncontrolled ground and weather, though not the sustained physical extremity of a smokejumper or commercial diver.", "liability_shield": "There is no state licensure for zoologists; the 4 exists only because collection, banding, and Section 10 take permits are issued to a named individual with demonstrated competency, so USFWS or a state agency can pull your authorization — but the permit follows the project, not a protected title, and a technician or contractor can hold it.", "trust_premium": "A 7 reflects that landowners granting survey access, tribal co-management partners, and the agency biologist who has to defend your numbers at a public comment hearing all deal with you specifically, but the deliverable is a dataset and a report that another qualified biologist could have produced identically.", "judgment_accountability": "The 11 sits on real calls — declaring a nest active, setting a take threshold, deciding a population estimate is robust enough to underwrite a listing or delisting decision — but those calls go through agency review, peer review, and established survey protocols before anyone acts on them, so you are rarely the last signature." }, "rationale": "Roughly half the job is screen work AI already does competently — literature reviews, species distribution modeling in R, population statistics, permit paperwork, grant boilerplate, and the endless technical reports and NEPA/ESA documentation. The other half is genuinely embodied: mist-netting, radio-collaring, scat and pellet transects, necropsies, boat and backcountry surveys in weather that doesn't cooperate. There's no license gate — 'wildlife biologist' is a job description, not a protected title — and camera traps plus automated bioacoustic and image classifiers are already shrinking the labor needed per survey.", "outlook": "The field stays small and competitive, with report-writing and modeling headcount thinning while capture, health, and human-conflict specialists hold value.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "ESA Section 10 recovery/incidental-take permits and Section 7 biological assessments already require a named, agency-approved qualified biologist; the concrete escalation is USFWS/NOAA or state agencies (e.g. CDFW's designated 'Approved Biologist' lists, Army Corps mitigation monitoring conditions) formalizing a signed attestation of personal field verification for survey data used in take permits, plus explicit rejection of unverified AI/bioacoustic classifier output as sole evidence. Similar in motion: state wetland-delineator and arborist certification regimes, and USFWS bat/eagle survey protocols that name the permitted surveyor.", "plausibility": "plausible", "would_add": 6 }, { "dimension": "liability_shield", "change": "The Wildlife Society's Certified Wildlife Biologist (CWB) credential moving from voluntary to a procurement requirement — e.g. federal/state contract solicitations or a state statute requiring CWB or equivalent for signed biological reports, the way Professional Geologist licensure spread state-by-state after being merely voluntary.", "plausibility": "unlikely", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier job: if classifier pipelines absorb the ID/counting/report-drafting tier, what remains is study design under sampling bias, defending methods at deposition or in litigated ESA challenges, and animal-handling judgment (anesthesia dosing, euthanasia, capture-myopathy calls) that no model performs. Watch for job postings shifting from 'GIS and R' to 'design and expert testimony'.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "IACUC and state wildlife-handling permits assigning a named individual responsibility for animal welfare outcomes, plus expanded litigation exposure where a biologist's determination gates a project worth hundreds of millions (offshore wind right-whale monitoring is the live example) — the call becomes personally attributable rather than an agency product.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "embodiment", "change": "Rises only relatively, and only if protocols codify physical requirements automation can't meet: mandatory in-hand capture for disease sampling (CWD, white-nose, HPAI surveillance), necropsy and biobanking, or agency rules that camera-trap and eDNA results require paired physical verification transects.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with all of these, this stays a small, grant- and appropriation-funded field with no protected title; liability gains attach to the permit-signing subset, not the bulk of survey and reporting work. Trust premium is omitted deliberately — buyers here are agencies and developers buying regulatory clearance at lowest cost, and there is no realistic route to them paying extra for human authorship." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 17710, "wage": 62290 }, { "y": 2018, "emp": 17860, "wage": 63420 }, { "y": 2019, "emp": 19250, "wage": 63270 }, { "y": 2020, "emp": 17200, "wage": 66350 }, { "y": 2021, "emp": 15930, "wage": 64650 }, { "y": 2022, "emp": 17410, "wage": 67430 }, { "y": 2023, "emp": 17100, "wage": 70600 }, { "y": 2024, "emp": 16920, "wage": 72860 }, { "y": 2025, "emp": 18120, "wage": 76780 } ], "from": 2017, "to": 2025, "change_pct": 2.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "foresters", "title": "Foresters", "verdict": "EXPOSED", "risk_resistance": 60, "median_wage": 76400, "overlap": 72, "skills_to_close": [ "Equipment Selection", "Operation and Control", "Operations Analysis", "Management of Material Resources" ] }, { "slug": "forestry-and-conservation-science-teachers-postsecondary", "title": "Forestry and Conservation Science Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 58, "median_wage": 101420, "overlap": 72, "skills_to_close": [ "Instructing", "Learning Strategies", "Monitoring" ] } ], "license": "https://cookedindex.com/terms" }