{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/sawing-machine-setters-operators-and-tenders-wood/", "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": "Sawing Machine Setters, Operators, and Tenders, Wood", "soc_code": "51-7041", "category": "Production", "us_employment": 40850, "median_annual_wage": 42770 }, "verdict": "COOKED", "risk_resistance": 30, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 8, "embodiment": 14, "liability_shield": 1, "trust_premium": 2, "judgment_accountability": 5 }, "reasoning": { "task_resistance": "An 8 reflects that the yield decisions — where to break a cant, which defect to drop out, how to nest cuts in a rough board — are already solved by scanner-plus-optimizer packages on modern gang rips and crosscut lines, while blade changes, jam clearing, and infeed handling still need someone at the machine, so it sits above the 0-6 floor without approaching mixed-work territory.", "embodiment": "At 14 you are on a mill floor with airborne dust, 90+ dB, green lumber that weighs what it weighs, and stock that arrives warped and unpredictable — off-bearing, decking, and reaching into a guarded but live machine to clear a bind are the parts no arm-and-vision rig has cheaply replaced.", "liability_shield": "A 1 is right because nothing about running a resaw or a chop saw requires a state licence or credential — OSHA 1910.213 governs the guarding on the machine, not a certificate in your name, and the mill carries the exposure when someone is hurt.", "trust_premium": "Boards leave the mill with no operator name on them; a 2 rather than 0 only acknowledges that a shop foreman knows which of his operators can be trusted on the moulder feed, which is reputation inside the plant, not a customer relationship anyone would pay to keep.", "judgment_accountability": "A 5 fits work run off a cut list and grade rules with tolerances specified in advance — the real calls, like scrapping a run or stopping the line when the blade is wandering, are escalated to a lead or millwright rather than owned by the tender." }, "rationale": "The judgment core of this job — reading grain and defects, deciding cut patterns to maximize yield, setting blade height and feed rate — is exactly what optical scanning plus optimizing saw software already does better than a human eye in modern mills. What holds is the physical side: loading and off-bearing heavy stock, clearing jams, changing and tensioning blades, and catching a machine that is drifting out of tolerance before it wrecks a run. The threat here is less 'chatbot' than capital investment: every mill that upgrades to an optimized line cuts headcount per board foot, and small custom shops are where the remaining jobs live.", "outlook": "Employment keeps eroding as optimized scanning lines spread through mid-size mills; the survivors are blade-room and maintenance-capable operators and people in small custom shops.", "what_would_raise_it": { "levers": [ { "dimension": "embodiment", "change": "Sawmill work remaining in the small/custom-shop tier is irregular-stock handling: reclaimed timber with embedded nails and unknown moisture, live-edge slabs, urban salvage logs. If reclaimed-lumber and urban-wood-salvage volume keeps growing (Urban Wood Network, growing municipal ash-removal streams), the residual work is exactly the stock an optimized automated line rejects — metal detection failures, irregular geometry, hand-fed slabbing — which is unpickable and unfeedable by current gantry automation.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift within the same job: once optimizing scanners own cut-pattern decisions, what is left is jam clearing, blade change and tensioning, saw-guide alignment, and detecting tolerance drift by sound and feel. This tier genuinely exists and is the part mills already keep staffed on optimized lines. Rises only as the routine tier is removed, and rises against a shrinking headcount base.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "liability_shield", "change": "OSHA machine-guarding and lockout/tagout (29 CFR 1910.147) already requires an authorized employee to perform energy isolation before blade changes and jam clearing; if an OSHA rulemaking or state plan extends this to require a named, trained authorized person to sign the LOTO permit on automated optimizing lines — as some sawmill insurers' loss-control programs already require — a designated human becomes procedurally required for every stoppage.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Grade-stamping authority: lumber grading under ALSC-accredited agencies (WWPA, SPIB, NELMA) requires a certified grader whose stamp carries the mill's liability for building-code-compliant structural lumber. If a sawing operator in a small mill holds the grading certification — and if ALSC does not accredit camera-based automated grading for structural stamps — the operator personally owns a call that a building inspector can trace back.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Narrow but real in the custom/architectural slab and instrument-tonewood segment, where buyers pay for a named sawyer's decisions about how a log is opened (quartersawn vs. flatsawn figure, bookmatching). This is a few thousand jobs at most, not the 40,850, and does not transfer to dimensional-lumber or pallet-stock mills.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Every lever here is small and most apply to the shrinking custom-shop tail rather than the industrial mills where the volume of employment sits. The dominant force is capital substitution: an optimized line cuts headcount per board foot regardless of what happens to liability or grading rules. Even with all levers landing, this stays a contracting occupation — the score describes the job's character, not the number of them." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 51950, "wage": 29080 }, { "y": 2018, "emp": 52260, "wage": 29500 }, { "y": 2019, "emp": 50730, "wage": 30410 }, { "y": 2020, "emp": 48400, "wage": 31560 }, { "y": 2021, "emp": 45350, "wage": 35340 }, { "y": 2022, "emp": 46400, "wage": 36270 }, { "y": 2023, "emp": 43570, "wage": 38000 }, { "y": 2024, "emp": 43140, "wage": 39950 }, { "y": 2025, "emp": 40850, "wage": 42770 } ], "from": 2017, "to": 2025, "change_pct": -21.4, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "refractory-materials-repairers-except-brickmasons", "title": "Refractory Materials Repairers, Except Brickmasons", "verdict": "EXPOSED", "risk_resistance": 65, "median_wage": 61290, "overlap": 91, "skills_to_close": [ "Writing", "Equipment Selection", "Instructing", "Reading Comprehension" ] }, { "slug": "welders-cutters-solderers-and-brazers", "title": "Welders, Cutters, Solderers, and Brazers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 53750, "overlap": 88, "skills_to_close": [] }, { "slug": "cleaning-washing-and-metal-pickling-equipment-operators-and-tenders", "title": "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 43530, "overlap": 85, "skills_to_close": [ "Writing" ] } ], "license": "https://cookedindex.com/terms" }