← Risk register SOC 51-4035 · reviewed 2026-08-11

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

12,460 US workers · median $52,800/yr · Production

EXPOSED

The real threat here isn't chatbots — it's the CNC and automation curve that has been shrinking this occupation for decades, now accelerated by AI-assisted CAM programming, adaptive toolpath generation, and automated in-machine probing and inspection. What resists is the physical half: fixturing odd parts, dialing in a stubborn setup, hearing a chatter problem and fixing it, changing worn tooling, and running short-run or prototype jobs where writing the program takes longer than cutting the part. Tenders who mostly load, unload, and watch are the most exposed tier; setters who own setup, metrology, and process troubleshooting hold on much longer.

10-year outlook: Employment keeps eroding as automated cells and AI-assisted programming absorb high-volume tending, while a smaller core of setup, fixturing, and multi-axis troubleshooting specialists stays in demand and paid better.

Score — 35/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 10 + 15 + 1 + 3 + 6 = 35.

Task resistance 10/20

Mixed — a routine tier and a judgment tier. Writing and proving out the program, offsetting for tool wear, and running the second part of a 500-piece order are all things a CAM package plus a probe cycle already does or will do soon — but indicating a casting in a vise to half a thou, shimming a warped plate, and deciding a horn-sounding chatter means feed up not down still needs a person at the machine, which is why this sits at 10 rather than down with pure tenders.

Embodiment 15/20

Hands-on in uncontrolled environments. You are standing at the machine in coolant mist and chips, hauling vises and angle plates, reaching into the enclosure to change an endmill and re-touch off, deburring and gauging parts with mics and bore gauges — 15 reflects a shop floor that is physically demanding but still a fixed, enclosed, guarded workcell rather than a field or a rooftop.

Liability shield 1/20

No licence, no signature requirement. There is no state licence to run a mill; a shop can put someone on a Bridgeport or a VMC with in-house training, and when a part goes out of tolerance the liability lands on the shop's quality system and its AS9100/ISO certification, not on your personal ticket — hence a 1, with the only sliver being customer-mandated operator qualification records.

Trust premium 3/20

Anonymous artifact production. The customer buys a print-conforming part with a first-article report; they neither know nor ask who set the job, so the only relationship value is the shop foreman who knows you can be trusted with the tricky prototype work and hands it to you instead of the new hire.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. Most of the shift is governed by the traveler, the setup sheet, the tooling list, and the inspection frequency, and the calls you do own — bumping a feed override, scrapping a part rather than reworking it, stopping a run when a tool breaks — are real but bounded and reviewable by the next inspection, which is what separates a 6 from the discretion of a process engineer signing off on the method.

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

Tasks already automatable

What survives

Active moats: embodiment, judgment

How to future-proof this job

Training paths for your skill gaps: Programming fundamentals partner link · Systems analysis & design 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.

Model Makers, Metal and Plastic EXPOSED · 50/100 · you already have ~89% of the skill profile

Skills to close: Equipment Selection, Operations Analysis, Programming, Repairing

Tool and Die Makers EXPOSED · 54/100 · you already have ~82% of the skill profile

Skills to close: Technology Design, Operations Analysis, Equipment Selection, Systems Analysis

Maintenance Workers, Machinery EXPOSED · 63/100 · you already have ~81% of the skill profile

Skills to close: Equipment Maintenance, Repairing, Installation, Troubleshooting

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.