{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/logging-equipment-operators/", "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": "Logging Equipment Operators", "soc_code": "45-4022", "category": "Agriculture", "us_employment": 21060, "median_annual_wage": 49740 }, "verdict": "EXPOSED", "risk_resistance": 53, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 16, "embodiment": 19, "liability_shield": 3, "trust_premium": 4, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Reading how a leaning 90-foot stem will barber-chair, feeling the skidder's traction break on a wet clay grade, and judging whether the knuckleboom's next grab will roll the load off the deck are all continuous physical-feedback decisions no text or vision model can execute — it sits at 16 rather than 19 because Ponsse/John Deere boom-control assist, automated bucking-to-length optimization, and GPS harvest mapping already take real slices of the cognitive load off the operator.", "embodiment": "You are in a cab on unimproved skid trails, in mud, snow, and slash, near falling timber and under a live boom, with the machine itself pitching on stumps — the only reason this is not 20 is that you're seated inside a ROPS/FOPS cab with controls rather than on the ground with a chainsaw.", "liability_shield": "No state licenses logging equipment operation; you may hold a first-aid card or a state timber-harvest / Master Logger credential, but the harvest plan is signed by a forester or the operator-owner, and OSHA 1910.266 violations land on the employer, so nothing about your certification is what keeps you employed.", "trust_premium": "Mills buy delivered tons by species, length, and scale ticket, and the landowner contracts with the logging company, not with the person in the feller-buncher seat — the 4 rather than 0 reflects that landowners and crew bosses do re-hire operators known for leaving a clean site and not tearing up residual stems.", "judgment_accountability": "Deciding cut order, bunch placement, and when ground is too soft to forward is genuine discretion with real consequences for property damage and injury, but the prescription — which trees, what diameter limits, where the streamside buffer is — comes down from a forester's harvest plan, which caps this at 11 rather than the mid-teens." }, "rationale": "Running a feller-buncher, skidder, or knuckleboom loader on steep, muddy, stump-strewn ground is about as far from text-and-screen work as a job gets — the tasks resist digitization almost entirely. The real exposure is mechanization rather than language AI: cab automation, boom-control assist, GPS harvest mapping and semi-autonomous forwarding (already deployed in Nordic operations) let one operator cover more volume, so headcount shrinks even as the work stays human. There is no license or liability signature protecting the role, and nobody buys logging because a specific person did it, so the moats here are physical, not regulatory.", "outlook": "The work stays human and hands-on through the 2030s, but bigger, smarter machines mean fewer operators cutting more wood — the operators who survive are the ones who can also fix the machine and handle the slopes automation won't touch.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-level operator certification with personal accountability — e.g. if states expand Oregon/Washington OSHA-style logging rules or the SFI/FSC certification chains begin requiring a named, credentialed operator-of-record to sign off on harvest-unit compliance (stream buffers, slope limits, retention trees) before a load ships, mirroring how licensed timber-fallers already function in California THP enforcement", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "Insurer requirement that a human-certified operator be physically in-cab for any machine working above a slope threshold, as a condition of equipment/workers-comp coverage — the same mechanism insurers used to restrict cable-yarding practice; would also block remote/autonomous substitution on the steep ground that is most of US private-timber terrain", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: as GPS harvest mapping and boom-assist absorb the repetitive felling and forwarding cycles, the remaining operator hours concentrate in hazard-tree assessment, hung-up-tree and windthrow recovery, slope stability and wet-weather shutdown calls — decisions that are consequential, ambiguous, and made alone with no supervisor on site", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Formal designation of an on-site competent person for logging operations under an OSHA rulemaking or a state equivalent, making one named operator responsible for stopping work in unsafe conditions rather than the absentee crew boss", "plausibility": "plausible", "would_add": 2 }, { "dimension": "task_resistance", "change": "Certification-driven prescription complexity — if FSC/SFI audits or state forest-practice rules tighten on variable retention, single-tree selection and riparian buffers, the harvest pattern becomes tree-by-tree judgment rather than a mappable clearcut, which current automation handles poorly", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium is omitted deliberately: timber is a commodity sold by species, grade and volume, and no buyer of pulpwood or sawlogs pays for a named operator. Note also that the levers above protect the role's character, not its headcount — Nordic semi-autonomous forwarding raises volume per operator regardless of how much judgment each remaining operator owns, so scores can rise while the 21,060 figure falls." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 26010, "wage": 38390 }, { "y": 2018, "emp": 25730, "wage": 40510 }, { "y": 2019, "emp": 26030, "wage": 41440 }, { "y": 2020, "emp": 25560, "wage": 43210 }, { "y": 2021, "emp": 25510, "wage": 46400 }, { "y": 2022, "emp": 24780, "wage": 46400 }, { "y": 2023, "emp": 23720, "wage": 48240 }, { "y": 2024, "emp": 22520, "wage": 49210 }, { "y": 2025, "emp": 21060, "wage": 49740 } ], "from": 2017, "to": 2025, "change_pct": -19, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "tree-trimmers-and-pruners", "title": "Tree Trimmers and Pruners", "verdict": "SAFE", "risk_resistance": 70, "median_wage": 50960, "overlap": 87, "skills_to_close": [ "Instructing", "Service Orientation", "Management of Personnel Resources" ] }, { "slug": "refractory-materials-repairers-except-brickmasons", "title": "Refractory Materials Repairers, Except Brickmasons", "verdict": "EXPOSED", "risk_resistance": 65, "median_wage": 61290, "overlap": 86, "skills_to_close": [ "Operations Analysis" ] }, { "slug": "operating-engineers-and-other-construction-equipment-operators", "title": "Operating Engineers and Other Construction Equipment Operators", "verdict": "EXPOSED", "risk_resistance": 64, "median_wage": 59850, "overlap": 86, "skills_to_close": [ "Active Learning", "Technology Design" ] } ], "license": "https://cookedindex.com/terms" }