← Risk register SOC 51-9022 · reviewed 2026-08-11

Grinding and Polishing Workers, Hand

10,510 US workers · median $42,660/yr · Production

EXPOSED

Almost nothing in this job is screen or text work — you hold a die grinder, buffing wheel, or file against a real part and feel when the surface is right, which language models cannot touch. The threat is not AI but capital equipment: CNC machining, robotic sanding cells, and vibratory/media finishing already absorb high-volume, repeatable deburring and polishing work, leaving hand work concentrated in low-volume, irregular, weld-repair, and cosmetic-critical parts. No license, no client relationship, and little decision authority means there is no regulatory or trust moat — only the physical difficulty of automating variable geometry.

10-year outlook: Employment keeps shrinking as finishing cells and CNC absorb repeatable work, but a smaller core of hand finishers on irregular, repair, and cosmetic-critical parts stays in demand and gets paid better.

Score — 39/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 15 + 15 + 1 + 3 + 5 = 39.

Task resistance 15/20

Tasks largely resist digitisation. Deburring a weld bead on a one-off fabrication, feathering a cosmetic scratch out of a stainless handrail, or blending a casting flash on a part with no fixture — these are contact-force decisions made through the tool, and the 15 reflects that only the setup paperwork and inspection logging around them is digitisable, not the grinding itself.

Embodiment 15/20

Hands-on in uncontrolled environments. You work standing at a pedestal buffer or with a die grinder in awkward positions, in noise, abrasive dust, and sparks, on parts that arrive at varying orientations — the 15 rather than 19 is because it's usually a fixed bench or shop floor rather than scaffolding, confined spaces, or weather.

Liability shield 1/20

No licence, no signature requirement. No state license, no certification body governs hand finishing; a shop can put you on the wheel after an OSHA 1910.215 wheel-guarding and ring-test briefing, and rework or scrap comes out of the shop's cost, not your credential.

Trust premium 3/20

Anonymous artifact production. Parts move to you by work order and leave to inspection; a customer buying a polished casting knows the shop's name, not yours, and the 3 rather than 0 only allows for the foreman who trusts one specific person with the expensive cosmetic-critical jobs.

Judgment & accountability 5/20

Executes defined procedures on defined inputs. You call grit progression and when to stop against a print tolerance, Ra spec, or a visual boundary sample, and if you're near the low limit you flag it — the discretion is real but bounded by a spec somebody else wrote and QC verifies.

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

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Training paths for your skill gaps: Programming fundamentals partner link

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.

Refractory Materials Repairers, Except Brickmasons SAFE · 67/100 · you already have ~89% of the skill profile

Automotive Body and Related Repairers EXPOSED · 65/100 · you already have ~85% of the skill profile

Skills to close: Installation, Service Orientation, Active Learning, Programming

Tool and Die Makers EXPOSED · 54/100 · you already have ~84% of the skill profile

Skills to close: Operations Analysis, Technology Design, Mathematics, Science

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.