{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/cabinetmakers-and-bench-carpenters/", "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": "Cabinetmakers and Bench Carpenters", "soc_code": "51-7011", "category": "Production", "us_employment": 77170, "median_annual_wage": 46680 }, "verdict": "EXPOSED", "risk_resistance": 51, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 14, "embodiment": 17, "liability_shield": 2, "trust_premium": 9, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "CNC has swallowed the flat-panel work — nesting, dados, 32mm system holes — but reading grain direction before a glue-up, planing a twisted door flat, scribing a face frame to a wall that's 6mm out over 2.4m, and rubbing out a finish still take a body at a bench, which is why this sits at 14 and not 18: a big slice of your day (cutlists, layout, boring) already left for the machine.", "embodiment": "You work in a shop full of dust, solvent vapor, and unpredictable stock — a board that pinches the blade, a sheet of 19mm melamine that needs two people to lift onto the slider — and half the job finishes on site in someone's kitchen, kneeling on a subfloor, shimming a run of uppers; only the drafting and CNC programming keep it off 20.", "liability_shield": "There is no state license to make cabinets: no exam, no bonded status, no continuing education, and if the installing contractor holds a license it is theirs, not yours — a 2 rather than 0 only because shop-level OSHA obligations on guarding and finish-booth ventilation attach to somebody.", "trust_premium": "Custom shops live on the designer, GC, and homeowner who come back and refer, and clients do ask for the maker who did the last job — but the deliverable is a boxes-and-doors package judged on fit and finish, and most bench carpenters in production shops never meet the buyer, which caps it at 9.", "judgment_accountability": "You decide how to handle a wide slab that will move seasonally, whether to notch or add a filler when the site measure disagrees with the drawing, and when material is bad enough to reject — real calls with real money in scrapped stock, but they happen inside a shop drawing someone else approved, so the ambiguity stops well short of the 14+ band." }, "rationale": "The hands-on core — clamping and gluing up carcasses, fitting doors and drawers to a fraction of a millimeter, hand-sanding and spraying finish, scribing to an out-of-plumb wall — is not something current robotics does at cost. The real pressure is not language AI but CAD-to-CNC workflows: nesting software, automated panel saws, edgebanders and boring machines now absorb the cutlist, layout, and drilling work that used to be skilled bench time, and AI design tools shrink the drafting and quoting hours further. No license protects the trade, and imported RTA casework keeps compressing the low-custom end.", "outlook": "Employment drifts down as CNC cells and imported flat-pack take the repetitive box work, while custom, curved, and install-heavy shops keep hiring skilled hands at better rates.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "As nesting/CNC absorbs cutlists, boring and edgebanding, the remaining paid hours concentrate in the tier machines don't touch: site measurement of out-of-square historic openings, scribing and fitting, veneer matching, hand-applied and repair finishing, and hardware tuning. Watch for shops re-billing as 'installation and finishing' rather than 'fabrication' — the routine tier leaving raises the share of the day that is genuinely resistant.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "Little headroom — already 17. Would only rise if the work mix shifts further toward on-site retrofit in occupied buildings (scribing to settled framing, stair and built-in installation in historic housing), which no cell-based robot addresses. Growth in historic-tax-credit rehab work (National Park Service Part 2 approvals requiring in-kind millwork replication) pushes this way.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "trust_premium", "change": "A verifiable provenance mark for hand-built casework — analogous to the Architectural Woodwork Institute's Quality Certification Program but extended to a consumer-facing 'bench-built / not RTA' label, or state-level furniture origin labeling similar to existing 'Made in Vermont' and Amish-cooperative marks. If specifiers write AWI Premium Grade plus a shop-fabrication requirement into public and institutional bid documents, the premium becomes contractual rather than sentimental.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Rises where the cabinetmaker becomes the party who signs off on shop drawings and field dimensions as the responsible fabricator — some commercial millwork subcontracts already require the shop to stamp approved shop drawings and own dimensional conflicts. Broader use of that clause makes the bench lead the owner of consequential ambiguity calls, not just an executor of someone else's file.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "The binding constraint is capital, not capability: even with every institutional lever pulled, the CNC-equipped shop with two skilled finishers underprices the eight-bench shop. Score can improve while headcount falls." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 97820, "wage": 33920 }, { "y": 2018, "emp": 102100, "wage": 34740 }, { "y": 2019, "emp": 99400, "wage": 35790 }, { "y": 2020, "emp": 93300, "wage": 36710 }, { "y": 2021, "emp": 93070, "wage": 37540 }, { "y": 2022, "emp": 95980, "wage": 38810 }, { "y": 2023, "emp": 88460, "wage": 43260 }, { "y": 2024, "emp": 79540, "wage": 46020 }, { "y": 2025, "emp": 77170, "wage": 46680 } ], "from": 2017, "to": 2025, "change_pct": -21.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "sheet-metal-workers", "title": "Sheet Metal Workers", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 61800, "overlap": 82, "skills_to_close": [ "Installation", "Instructing" ] }, { "slug": "brickmasons-and-blockmasons", "title": "Brickmasons and Blockmasons", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 62120, "overlap": 80, "skills_to_close": [] }, { "slug": "maintenance-and-repair-workers-general", "title": "Maintenance and Repair Workers, General", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 49590, "overlap": 80, "skills_to_close": [ "Installation", "Equipment Maintenance", "Repairing", "Troubleshooting" ] } ], "license": "https://cookedindex.com/terms" }