{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/floor-sanders-and-finishers/", "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": "Floor Sanders and Finishers", "soc_code": "47-2043", "category": "Construction", "us_employment": 3720, "median_annual_wage": 50440 }, "verdict": "EXPOSED", "risk_resistance": 65, "contested": true, "near_boundary": true, "dimensions": { "task_resistance": 18, "embodiment": 20, "liability_shield": 4, "trust_premium": 12, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Reading grain direction on a 90-year-old white oak floor, feathering drum passes so you don't leave chatter marks, cutting the edger into a bay window radius, and judging when a coat of oil-modified poly has flashed off enough to recoat — none of that reduces to instructions a machine can follow, which is why this sits at 18 and not lower.", "embodiment": "Every hour is spent hauling a 150-lb drum sander up stairs, kneeling on subfloor, changing 36-grit belts, setting up dust containment and fans in someone's occupied living room, and working around unpredictable nail pops, cupped boards, and pet-stained planks — the maximum score is literal here.", "liability_shield": "No state licenses floor refinishing as a trade; the 4 points come only from the OSHA silica/wood-dust and combustible-finish rules you must work under and whatever contractor registration your state requires for the dollar value of the job, none of which name you personally.", "trust_premium": "Homeowners pick a sander off a neighbor's recommendation and let you into an empty house for three days with flammable finish, and stain-color decisions get made standing over test patches with the customer — but the finished floor sells the next job more than your name does, which caps it at 12.", "judgment_accountability": "You decide whether a floor has enough thickness above the tongue to sand at all, whether to skip-sand or go to bare wood, and which finish to use over an unknown existing coating — real calls with a five-figure replacement cost if wrong, but bounded by industry-standard sequences rather than open-ended ambiguity." }, "rationale": "Almost nothing in this job is text or screen work: you're on your knees running a drum sander, cutting edges by hand, tacking loose boards, filling gaps, and laying polyurethane in a dusty occupied house. Language AI touches only the estimate, the invoice, and the marketing photos. The real exposure is a soft one — no license protects the trade, entry barriers are low, and factory-finished prefinished flooring and LVP keep eating the sand-and-refinish market.", "outlook": "The physical work stays human through the 2030s, but the pool of refinish jobs keeps shrinking as prefinished and vinyl-plank installs replace real hardwood, so the money moves to restoration and repair specialists rather than volume sanders.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "EPA's RRP rule already requires a certified renovator for sanding in pre-1978 housing; if states expand lead-safe certification to firm-level personal accountability with enforcement (as Massachusetts and Rhode Island do more aggressively), or if silica dust exposure under OSHA 1926.1153 Table 1 gets an explicit wood-dust/engineered-flooring analogue requiring a named competent person on site, the trade acquires a real named-signer requirement it now lacks", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "State contractor licensing extended to flooring specialty: California already has a C-15 Flooring and Floor Covering license with bonding; if more states (currently many have no flooring-specific license) adopt a specialty flooring classification with bond and personal liability for finish failure, the shield rises", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Growth in the historic-restoration niche where Secretary of the Interior Standards and state historic tax credit reviews require documented hand work on original heritage plank and parquet — buyers in that segment specifically pay for a named human craftsman with NWFA Certified Sand & Finish credentials, and the credential is checkable", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If warranty and insurance practice hardens so that finish-failure and cupping claims turn on documented pre-job moisture-content readings per NWFA installation guidelines, the on-site call (proceed, delay for acclimation, refuse the job) becomes the liability-bearing decision rather than a courtesy — NWFA Certified Inspector testimony already drives these disputes", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Task-mix shift is weak here: the routine tier is the sanding pass, which is mechanized but not automated, and the judgment tier (moisture, species, stain match, subfloor repair) is already most of the value. Machine-assisted or robotic sanding rigs would hollow out the labor rather than concentrate judgment", "plausibility": "unlikely", "would_add": 1 } ], "ceiling_note": "The binding threat is not AI at all — it is prefinished hardwood and LVP shrinking the addressable market, plus low entry barriers pushing price down. Every lever above raises the score without changing the number of jobs; a strong liability shield on a shrinking market protects the survivors, not the headcount. Realistic ceiling around 75." }, "adjudication": { "method": "two independent runs disagreed; merge is rounding-dependent", "outcome": "unresolved — published score left unchanged", "run_totals": [ 65, 67 ], "run_verdicts": [ "EXPOSED", "SAFE" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 4320, "wage": 36950 }, { "y": 2018, "emp": 4460, "wage": 37510 }, { "y": 2019, "emp": 4940, "wage": 39610 }, { "y": 2020, "emp": 5100, "wage": 38850 }, { "y": 2021, "emp": 4340, "wage": 39140 }, { "y": 2022, "emp": 4270, "wage": 46060 }, { "y": 2023, "emp": 5070, "wage": 47760 }, { "y": 2024, "emp": 4140, "wage": 49150 }, { "y": 2025, "emp": 3720, "wage": 50440 } ], "from": 2017, "to": 2025, "change_pct": -13.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "plumbers-pipefitters-and-steamfitters", "title": "Plumbers, Pipefitters, and Steamfitters", "verdict": "SAFE", "risk_resistance": 86, "median_wage": 63800, "overlap": 50, "skills_to_close": [ "Installation", "Troubleshooting", "Repairing", "Systems Analysis" ] } ], "license": "https://cookedindex.com/terms" }