{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/log-graders-and-scalers/", "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": "Log Graders and Scalers", "soc_code": "45-4023", "category": "Agriculture", "us_employment": 3070, "median_annual_wage": 46330 }, "verdict": "EXPOSED", "risk_resistance": 41, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 6, "embodiment": 14, "liability_shield": 6, "trust_premium": 7, "judgment_accountability": 8 }, "reasoning": { "task_resistance": "Applying Scribner or Doyle rules to a diameter and length reading is arithmetic a scanner does at chain speed, and defect deduction for rot, sweep and catface is now trained into 3D laser and X-ray merchandisers that already grade every stem entering a large mill — which is why this sits at 6 rather than mid-band: the measurement and grading tasks themselves, not just the paperwork, are done.", "embodiment": "You are on the deck and in the truck bay with a scale stick, paint gun and tally book, climbing loads and reaching butt ends in mud, ice and log dust where footing and rolling stems are the real hazard — that uncontrolled yard is worth 14, held short of 17+ only because much of the day is spent at a fixed scaling station or ramp rather than roaming cutblocks.", "liability_shield": "State and bureau scaling licences (Oregon, Washington, and third-party bureaus like Northwest Log Rules) require exams and periodic check-scaling, but that is a certification a mill can substitute with a calibrated scanner and an audited sampling program — no statute makes your signature the only lawful basis for the transaction, which keeps this at 6 instead of the 11+ a truly protected licence earns.", "trust_premium": "Loggers know which scalers give a fair tally and will complain to the mill when a load comes back light, so there is a working relationship worth defending — but at 7 it is trust in the neutrality of the process, not in you personally: replace the scaler with an audited scanner and the same haulers keep delivering.", "judgment_accountability": "Deciding whether a butt is sound enough to grade #2 or gets a rot deduction, and how much to dock for sweep, is a real call that moves money on every load — but it is made inside published scaling rules and grade specs with check-scale reconciliation behind you, so at 8 the discretion is bounded and reviewable rather than an ambiguous high-stakes judgment you own alone." }, "rationale": "The core of this job — measuring log diameter and length, computing board-foot volume from scaling rules, and spotting rot, sweep, crook and knots to assign a grade — is exactly what optical log scanners and 3D laser/X-ray systems in modern mills already do faster and more consistently than a human with a scale stick. What holds the job together is the log yard itself: working decks, trucks and landings in mud, snow and heat, where sensors are expensive to install and calibrate, plus the scaler's role as a neutral third party whose tally settles payment between logger and mill. Small operations, portable mills, and remote landings will keep hiring humans long after big integrated mills have stopped.", "outlook": "Employment keeps shrinking as large mills complete the shift to automated optical scaling, with the remaining jobs concentrated in third-party scaling bureaus, remote landings, and small mills.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-authorized third-party scaling bureaus (e.g., Oregon/Washington log scaling bureaus operating under ORS 532/state scaling statutes, or Scaling & Grading Bureau certification) tightening rules so that a state-licensed scaler must personally certify the official tally used for stumpage payment and timber tax, with machine scan output admissible only when countersigned by that licensed scaler. Similar in USFS timber sale contracts requiring certified check-scalers on national forest volume.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Check-scaling audit mandates: agency or bureau rules requiring a certified human check-scale of a statistical sample of any automated scan tally before payment, as already practiced for human scalers under USFS check-scale tolerance rules.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Loggers' associations or timber purchase contracts specifying independent bureau scale rather than mill-owned scanner output, because mill-controlled optical scaling creates a conflict of interest in payment disputes; a publicized dispute or lawsuit over scanner-derived tallies would harden this preference.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Task-mix shift: once scanners handle sound, uniform sawlogs, the remaining human work concentrates on defect-heavy, cull, salvage, fire-killed and hardwood/veneer logs where grade calls on stain, ring shake, hidden rot and merchantability determination drive large price swings and are contested.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "embodiment", "change": "Growth in post-fire salvage, small-tract and portable-mill scaling at remote landings where fixed scanner installation is uneconomic, plus tribal and state trust-land volume verification done in the field.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Ceiling is low: only ~3,000 workers, and the measurement core is already commoditized inside large mills. Even with full liability and trust levers, the job likely consolidates into a small cadre of certified bureau check-scalers and defect specialists rather than recovering headcount." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 3010, "wage": 37880 }, { "y": 2018, "emp": 3330, "wage": 38220 }, { "y": 2019, "emp": 3300, "wage": 37280 }, { "y": 2020, "emp": 3390, "wage": 36900 }, { "y": 2021, "emp": 3260, "wage": 37820 }, { "y": 2022, "emp": 3950, "wage": 42370 }, { "y": 2023, "emp": 3640, "wage": 45600 }, { "y": 2024, "emp": 3310, "wage": 46710 }, { "y": 2025, "emp": 3070, "wage": 46330 } ], "from": 2017, "to": 2025, "change_pct": 2, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "welders-cutters-solderers-and-brazers", "title": "Welders, Cutters, Solderers, and Brazers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 53750, "overlap": 64, "skills_to_close": [ "Quality Control Analysis", "Equipment Selection", "Installation", "Repairing" ] }, { "slug": "tree-trimmers-and-pruners", "title": "Tree Trimmers and Pruners", "verdict": "SAFE", "risk_resistance": 70, "median_wage": 50960, "overlap": 59, "skills_to_close": [ "Equipment Maintenance", "Equipment Selection", "Operation and Control", "Repairing" ] }, { "slug": "furniture-finishers", "title": "Furniture Finishers", "verdict": "EXPOSED", "risk_resistance": 52, "median_wage": 44540, "overlap": 56, "skills_to_close": [ "Repairing", "Equipment Maintenance", "Equipment Selection", "Operations Analysis" ] } ], "license": "https://cookedindex.com/terms" }