EXPOSED verdict contested
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.
Tasks largely resist digitisation. 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.
Hands-on in uncontrolled environments. 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.
No licence, no signature requirement. 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.
Some relationship component. 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.
Meaningful discretion. 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.
Has AI actually changed your work?