{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/foresters/", "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": "Foresters", "soc_code": "19-1032", "category": "Science", "us_employment": 10430, "median_annual_wage": 76400 }, "verdict": "EXPOSED", "risk_resistance": 60, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 16, "liability_shield": 9, "trust_premium": 10, "judgment_accountability": 13 }, "reasoning": { "task_resistance": "LiDAR-derived stand metrics, automated growth-and-yield runs, and templated management plans already cover a real share of a forester's week, which is why this sits at 12 rather than 16 — but stem-quality calls, defect deduction on individual trees, and reading a blowdown or bark-beetle pocket on the ground still need someone in the stand.", "embodiment": "Cruising plots in steep terrain, running a drip torch on a prescribed burn under a burn window, marking boundaries with paint and flagging, and standing on an active logging site with a running skidder are all uncontrolled-environment work — a 16 rather than 20 because the plan-writing, permit filing, and GIS half of the job happens at a desk.", "liability_shield": "Roughly a dozen states license or register foresters and SAF Certified Forester status matters in consulting work, but in most states anyone can call themselves a forester and write a prescription, so there is no universal personal-liability hook — the 9 reflects that patchwork rather than a real statutory monopoly.", "trust_premium": "A non-industrial private landowner deciding on a $200k harvest or a 40-year regeneration commitment picks the forester they walked the property with, which is a genuine relationship — but agency and industrial foresters, the larger share of the 10,430, deliver inventory and compliance work that any qualified staffer could hand over, holding this at 10.", "judgment_accountability": "A burn prescription that escapes, a harvest that silts a stream and draws a state BMP violation, or a salvage call that misjudges beetle spread are decisions the forester on the ground owns with incomplete information — a 13 rather than higher because much of the work executes against agency silvicultural handbooks, state forest practices rules, and pre-set stocking targets." }, "rationale": "Foresters split their week between screen work — GIS mapping, growth-and-yield modeling, timber inventory calculations, drafting management plans and permit paperwork — and boots-on-the-ground work: cruising stands, marking harvest boundaries, assessing insect and disease damage, supervising logging crews and prescribed burns. The screen half is squarely in reach of AI plus remote sensing: LiDAR and satellite imagery already replace much manual cruising, and plan drafting is templated text. What holds is the walk-through judgment on a specific stand, the accountability for a burn or harvest prescription, and the landowner relationship where trust in the person recommending a $200k timber sale is the product.", "outlook": "Headcount stays roughly flat but the job tilts hard toward field operations, fire, and landowner-facing consulting as remote sensing and AI absorb inventory and plan-writing.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Expansion of state forester licensing/registration acts (currently ~15 states, e.g. Georgia, Alabama, Maine, Mississippi) to require a licensed/registered forester's seal on any management plan submitted for cost-share, tax-classification, or state harvest permits — plus explicit rules that a licensed forester must sign and personally own AI- or remote-sensing-derived prescriptions. A parallel route: Forest Stewardship Council / SFI certification audits requiring a named credentialed forester of record for each stand prescription, and NRCS EQIP/Forest Stewardship program rules naming a qualified plan writer.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Prescribed-fire liability regimes: state burn-boss certification statutes (Florida, Georgia, Oklahoma, and post-2020 California/Oregon fire bills) that grant gross-negligence-only immunity ONLY when a certified burn boss with a written, signed prescription is on site. Insurer requirements for prescribed-burn associations pushing the same way after escaped-burn claims.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: as LiDAR/imagery pipelines absorb cruising, plan drafting, and yield modeling, the residual role concentrates in defensible calls — go/no-go on a burn window, salvage vs. hold after beetle kill, road placement across a stream buffer — each carrying named personal exposure in litigation or audit findings. Watch for job postings shifting from 'inventory forester' to 'silviculture prescription' and 'fire prescription' titles.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Same two-tier shift: routine inventory and permit text automates, leaving field verification of model error (mistyped stands, blowdown, invasive understory that overhead sensing misses) and contested-site work. Rises only if agencies keep requiring ground-truth plots — e.g. FIA protocol or certification auditors mandating physical plot validation of remote-sensed estimates at a fixed sampling rate.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Consulting foresters representing landowners in timber sales: ACF (Association of Consulting Foresters) membership standards and state landowner-assistance programs that market a fiduciary, commission-based human agent against mill buyers. Trust premium rises further if timber-fraud disclosure statutes (like Virginia's and Mississippi's timber theft provisions) require a named independent forester's valuation before sale.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium is capped by buyer mix: most acreage decisions are made by industrial timberland owners and TIMOs who buy analytics, not relationships, and will not pay for a human. The trust premium lives almost entirely in the small-private-nonindustrial segment, which is a minority of the work and shrinking as parcels consolidate. Embodiment is already near ceiling and cannot rise much." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 8300, "wage": 60120 }, { "y": 2018, "emp": 8410, "wage": 61410 }, { "y": 2019, "emp": 9510, "wage": 61790 }, { "y": 2020, "emp": 9360, "wage": 63980 }, { "y": 2021, "emp": 9500, "wage": 64110 }, { "y": 2022, "emp": 9430, "wage": 64220 }, { "y": 2023, "emp": 9450, "wage": 67330 }, { "y": 2024, "emp": 9650, "wage": 70660 }, { "y": 2025, "emp": 10430, "wage": 76400 } ], "from": 2017, "to": 2025, "change_pct": 25.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }