← Risk register SOC 51-9161 · reviewed 2026-08-11

Computer Numerically Controlled Tool Operators

169,450 US workers · median $50,690/yr · Production

EXPOSED

The modal CNC operator loads stock, presses cycle start, watches for chatter or tool wear, gauges parts with calipers and micrometers, and deburrs — physical work in a controlled shop, which language AI cannot touch but factory automation absolutely can. Bar feeders, pallet changers, robotic load cells, and in-process probing already erase the machine-tending core in higher-volume shops, and AI-assisted CAM shrinks the programming edit work that separates operators from setup techs. No license, no client relationship, limited discretion: the protection here is capital cost and small-batch variety, not irreplaceability.

10-year outlook: Headcount keeps drifting down as one operator covers more automated spindles; the surviving jobs are setup, proveout, and metrology, not button-pushing.

Score — 34/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 13 + 1 + 3 + 6 = 34.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. Loading a vise and hitting cycle start is already done by robot arms and bar feeders in any shop with volume to justify the cell, but fixturing a one-off casting, dialing indicators to find a datum, and hearing a dull insert before it snaps still keep this at 11 rather than down near 5 — the automatable half is the running, not the setting up.

Embodiment 13/20

Hands-on in uncontrolled environments. You are inside the enclosure with hot chips, coolant mist, hoists moving 200 lb billets, and a hand deburring tool — physically demanding and hazardous, but a fixed machine in a floored, lit, temperature-managed shop is not a wind turbine nacelle, which is why this lands at 13 and not 18.

Liability shield 1/20

No licence, no signature requirement. Nothing you produce carries your name; NIMS credentials help you get hired and mean nothing legally, and when a part scraps out or fails inspection the liability sits with the shop's quality system, the engineer who released the print, and AS9100/ISO paperwork signed by someone else.

Trust premium 3/20

Anonymous artifact production. Parts ship to a receiving dock and get gauged against a print — the customer does not know your name, and the only relationship that matters is with the setup tech and the programmer down the hall, which is worth 3 rather than 0.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. You choose feed and speed overrides, decide when an insert is done, and call the inspector when a dimension drifts — real calls, but bounded by the print's tolerances, the tooling library, and a documented first-article process, so 6 sits at the top of the procedural band rather than in genuine discretion.

Scored twice. An independent second run returned 37/100 — EXPOSED, agreeing with the verdict above.

This score sits on a verdict boundary. At 34/100 it is one point from COOKED. Re-scoring moves results by a point or two, so here the score is more informative than the label.

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

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.

Industrial Machinery Mechanics SAFE · 67/100 · you already have ~87% of the skill profile

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

Model Makers, Metal and Plastic EXPOSED · 50/100 · you already have ~84% of the skill profile

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

Skills to close: Technology Design

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.