← Risk register SOC 51-9123 · reviewed 2026-08-11

Painting, Coating, and Decorating Workers

7,940 US workers · median $41,600/yr · Production

EXPOSED

This is hand-work — brushing, spraying, staining, stenciling, and hand-decorating products like ceramics, glassware, furniture, signs, and cakes — so language AI barely touches it directly; the threat is automated spray booths, robotic coating lines, pad printers, and digital decal/UV printing that already replace repetitive finish passes at volume. What survives is small-run, custom, and touch-up work where fixture cost exceeds labor cost and where a human eye matches color, blends a repair, or hand-detailed an irregular surface. No license, no sign-off, and buyers rarely know who applied the coating, so there is no regulatory or relationship moat.

10-year outlook: Employment keeps drifting down as coating lines automate, but a smaller core of custom, touch-up, and color-match specialists holds steady and commands better pay.

Score — 37/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 15 + 1 + 5 + 5 = 37.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. At 11 the split is real: repetitive flat-surface coating on ceramics, glass, and furniture already runs through robotic spray cells, pad printers, and UV decal lines at volume, but blending a touch-up into an existing finish, hand-striping an irregular curve, or stenciling a one-off sign still needs a person holding the brush — that mix of already-gone and still-needed puts it mid-band rather than at 6 or 15.

Embodiment 15/20

Hands-on in uncontrolled environments. 15 reflects that the work is entirely wrist, eye, and lung — loading parts, holding a spray gun at consistent distance and angle, sanding between coats, working in booths with solvent vapor and PPE — and while a booth is more controlled than a construction site, part geometry, humidity, and dust variability keep it out of the fixed-jig band.

Liability shield 1/20

No licence, no signature requirement. 1 is right because nothing here requires a credential: no state licence to spray lacquer, no stamped sign-off on a finish, and the OSHA and EPA obligations for solvent exposure and VOC emissions land on the employer's permit and ventilation compliance, not on the person operating the gun.

Trust premium 5/20

Anonymous artifact production. 5 sits at the top of the anonymous band because a decorating shop's repeat customers may ask for the one worker who nails a particular glaze or gold-leaf line, but the buyer of the vase, cabinet, or cake sees only the finish and never learns whose hand applied it.

Judgment & accountability 5/20

Executes defined procedures on defined inputs. 5 matches work run to spec sheets — specified paint, mil thickness, cure time, number of coats — where discretion is mostly deciding when a surface is clean enough or a coat has flashed off, and a wrong call means rework or scrap, not injury or liability.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Shoe and Leather Workers and Repairers EXPOSED · 57/100 · you already have ~85% of the skill profile

Skills to close: Operations Monitoring, Operation and Control, Service Orientation

Manicurists and Pedicurists SAFE · 67/100 · you already have ~81% of the skill profile

Skills to close: Active Learning, Persuasion, Service Orientation, Negotiation

Cooks, Restaurant EXPOSED · 57/100 · you already have ~80% of the skill profile

Skills to close: Operation and Control, Active Learning, Management of Financial Resources

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.