{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/forest-and-conservation-technicians/", "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": "Forest and Conservation Technicians", "soc_code": "19-4071", "category": "Science", "us_employment": 30410, "median_annual_wage": 54560 }, "verdict": "EXPOSED", "risk_resistance": 52, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 13, "embodiment": 17, "liability_shield": 5, "trust_premium": 7, "judgment_accountability": 10 }, "reasoning": { "task_resistance": "LiDAR-derived canopy height models and drone photogrammetry now produce stand-level volume and stocking estimates that used to require a week of variable-radius plots, and plot data entry, growth projections and permit paperwork are already software tasks — but somebody still has to hang flagging on a unit boundary, bore a tree to age it, run a fireline with a Pulaski, and confirm the marked leave trees are actually the ones standing, which keeps this at 13 rather than down in the mixed-office range.", "embodiment": "A 17 reflects days spent off-trail on steep slopes with a DBH tape and increment borer, hauling hose lays and holding line during prescribed burns in wind and smoke, clearing blowdown from trails with a chainsaw, and inspecting fencing, culverts and campgrounds — conditions no fixed sensor covers and where footing, weather and fuel behaviour change hour to hour; it is not 20 only because a real share of the week is spent at a plot-data terminal or in a truck.", "liability_shield": "There is no licence to practice as a forest technician — most states restrict only the title 'forester' (registered/licensed forester acts in AL, GA, MS, ME, etc.), so the professional forester or burn boss signs the prescription and the timber sale, while your credentials are typically an associate degree, NWCG red card task books and pesticide applicator certification: real hiring gates but not personal legal exposure, hence 5 rather than 0.", "trust_premium": "You are usually the agency's face to a logging contractor, permittee, adjacent landowner or campground visitor, and repeat working relationships on the same district matter for getting a unit thinned right — but the buyer is a public agency or timber company that contracts for the inventory and inspection output, not for you specifically, so 7 sits just above anonymous.", "judgment_accountability": "A 10 fits calls made inside someone else's prescription: deciding which trees meet the marking guide, judging whether fuel moisture and wind hold within the burn plan window, calling a unit out of spec on an inspection, deciding whether a trail closes — consequential and unsupervised in the field, but the silvicultural prescription, harvest schedule and go/no-go burn authority belong to the forester or burn boss above you." }, "rationale": "The core of this job is boots-on-the-ground: cruising timber, measuring DBH and stocking, marking cut boundaries, maintaining trails and fencing, holding line on prescribed burns, checking recreation sites and invasive infestations. AI touches the paperwork tier — compiling plot data into reports, drafting management-plan sections, classifying imagery — and drones plus LiDAR are genuinely eating some of the survey and inventory measurement work. What holds is the physical, unpredictable field work and the fact that no software can carry a drip torch or verify a contractor actually thinned the stand.", "outlook": "Headcount holds roughly flat as remote sensing absorbs inventory and mapping tasks while fire, fuels, and restoration field work expands — the job tilts further toward physical fire and treatment crews and away from measurement-and-report work.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State forest practices acts increasingly require a credentialed person to certify field conditions: if state boards (e.g., Oregon/Washington FPA rules, California RPF supervision requirements, or Society of American Foresters Certified Forester credentialing) formalize a requirement that a certified technician physically verify and sign harvest-boundary marking, stream-buffer layout, or post-harvest stocking surveys before remote-sensing-derived data can be accepted by the agency, the signature becomes a legally attached human step rather than a convention", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "NWCG red-card qualification standards (FFT1/ICT5/RXB2) already gate prescribed-fire and suppression line assignments to individually qualified persons; if agencies extend the same personal-qualification requirement to burn-plan compliance monitoring and holding assignments now sometimes covered by contractors or drone observation, the personally-accountable-signer share of the job rises", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: as drone/LiDAR inventory absorbs routine cruising and plot measurement, what remains is the call under ambiguity — go/no-go on a burn window, whether a contractor's thinning meets prescription, whether an infestation warrants treatment. If agency staffing patterns follow this (fewer cruise days, more compliance inspection and burn-boss support per technician), accountability weight rises", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If insurers and utilities writing wildfire-liability policies (as PG&E-style vegetation-management litigation and California FAIR Plan underwriting push toward documented inspection) require a named human inspector attesting to defensible-space or right-of-way clearance rather than accepting imagery-only verification, the role owns a consequential, litigable call", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Post-fire and post-storm work is intrinsically off-baseline: if federal BAER (Burned Area Emergency Response) and invasive-response workloads grow as a share of the job, the remaining tasks are precisely the ones with no clean prior imagery to classify against", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium has no realistic route: the buyer is overwhelmingly a public agency or timber company purchasing compliance and data, not a human relationship, and none of them pay extra for a person. Embodiment is already near ceiling at 17 and can only fall as ground robotics and drone payloads improve. Even with all liability levers, this stays a wage-suppressed, seasonal, agency-budget-dependent occupation — headcount risk here comes from appropriations as much as from automation." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 19060, "wage": 45500 }, { "y": 2020, "emp": 30150, "wage": 38940 }, { "y": 2021, "emp": 30440, "wage": 39290 }, { "y": 2022, "emp": 29120, "wage": 41520 }, { "y": 2023, "emp": 28740, "wage": 51880 }, { "y": 2024, "emp": 31080, "wage": 54310 }, { "y": 2025, "emp": 30410, "wage": 54560 } ], "from": 2019, "to": 2025, "change_pct": 59.5, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "captains-mates-and-pilots-of-water-vessels", "title": "Captains, Mates, and Pilots of Water Vessels", "verdict": "SAFE", "risk_resistance": 74, "median_wage": 92460, "overlap": 60, "skills_to_close": [ "Equipment Maintenance", "Repairing", "Troubleshooting", "Operation and Control" ] }, { "slug": "water-and-wastewater-treatment-plant-and-system-operators", "title": "Water and Wastewater Treatment Plant and System Operators", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 60020, "overlap": 60, "skills_to_close": [ "Operation and Control", "Equipment Maintenance", "Repairing", "Troubleshooting" ] }, { "slug": "first-line-supervisors-of-landscaping-lawn-service-and-groundskeeping-workers", "title": "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 58430, "overlap": 59, "skills_to_close": [ "Management of Personnel Resources", "Management of Material Resources", "Monitoring", "Time Management" ] } ], "license": "https://cookedindex.com/terms" }