← Risk register SOC 51-6064 · reviewed 2026-08-11

Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders

22,020 US workers · median $38,670/yr · Production

COOKED

The work is threading yarn, splicing broken ends, doffing full bobbins, and watching machines for defects inside a controlled, repeatable mill environment — exactly the profile modern automatic winders, robotic doffers, and machine-vision defect detection are built to eliminate. Language AI is not the threat here; capital equipment is, and the industry has been shedding these jobs for decades through consolidation and offshoring. The hands are still needed for splicing, jam clearing, and maintenance today, which is the only real buffer.

10-year outlook: Employment keeps shrinking as remaining US mills invest in automatic winding and robotic doffing; the survivors are setters and machine mechanics, not tenders.

Score — 28/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 10 + 11 + 1 + 2 + 4 = 28.

Task resistance 10/20

Mixed — a routine tier and a judgment tier. Automatic winders with electronic yarn clearers and splicers already do the core end-joining and package-building unattended, and robotic doffers handle bobbin change on new lines — what keeps this at 10 rather than 4 is that a tender still creels heavy roving, clears wrapped-around-roller jams by hand, sets tension and traverse for an unfamiliar count, and catches slubs the clearer's settings were never tuned for.

Embodiment 11/20

Some physical or field component. You are on your feet the whole shift walking a machine alley in lint, noise, and heat, reaching into moving frames to piece up ends — real physical work, but it is one fixed building, known machine geometry, and a floor plan that never changes, which is why this sits at 11 and not with linemen and roofers at 17.

Liability shield 1/20

No licence, no signature requirement. There is no state licence, no board, no certificate that legally has to exist before you touch a twister — the mill's OSHA lockout/tagout and machine-guard training is a condition of employment, not a credential you own or that anyone would have to replace.

Trust premium 2/20

Anonymous artifact production. The customer buys yarn by count, twist, and defect rate off a lab test; nobody downstream in the knitting or weaving plant knows or asks which operator built the package, so no relationship survives past the shipping dock.

Judgment & accountability 4/20

Executes defined procedures on defined inputs. Speed, tension, twist multiplier, and package density come off a style card set by the process engineer, and the decision that is actually yours is when to stop the frame and call maintenance — a real call with waste consequences, but bounded by written procedure, which is what puts it at 4 rather than in the discretion band.

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

Tasks already automatable

What survives

Active moats: embodiment

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.

Logging Equipment Operators EXPOSED · 53/100 · you already have ~80% of the skill profile

Skills to close: Equipment Maintenance, Equipment Selection, Operation and Control, Persuasion

Tire Repairers and Changers EXPOSED · 49/100 · you already have ~76% of the skill profile

Skills to close: Service Orientation, Time Management

Fallers EXPOSED · 65/100 · you already have ~75% of the skill profile

Skills to close: 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.