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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders?

Lower risk

Baseline AI displacement risk for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders, aggregated from 5 research sources.

What this score means

Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders is among the least exposed roles in Manufacturing. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 17 out of 100 it sits close to the Manufacturing average of 19. Across the 5 sources behind this baseline, individual estimates run from 5 to 50, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders, most central first, showing 12 of 23.

  • 01Notify supervisors or mechanics of equipment malfunctions.
  • 02Thread yarn, thread, or fabric through guides, needles, and rollers of machines.
  • 03Start machines, monitor operation, and make adjustments as needed.
  • 04Inspect machinery to determine whether repairs are needed.
  • 05Record production data such as numbers and types of bobbins wound.
  • 06Replace depleted supply packages with full packages.
  • 07Stop machines when specified amount of products has been produced.
  • 08Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.
  • 09Tend machines that twist together two or more strands of yarn or insert additional twists into single strands of yarn to increase strength, smoothness, or uniformity of yarn.
  • 10Observe operations to detect defects, malfunctions, or supply shortages.
  • 11Operate machines for test runs to verify adjustments and to obtain product samples.
  • 12Install, level, and align machine components such as gears, chains, guides, dies, cutters, or needles to set up machinery for operation.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 5 research sources that scored Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders?
Published research puts Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders at 17 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders?
Only partly. Individual estimates for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders run from 5 to 50 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which manufacturing roles face similar AI exposure?
The closest published manufacturing roles to Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders by score are Cutting and Slicing Machine Setters, Operators, and Tenders (17/100), Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic (17/100), and Electromechanical Equipment Assemblers (17/100). Each has its own page with the research behind its number.

Also covers

Automatic Beam Warper Tender · Automatic Quilling Machine Operator · Automatic Thread Winder · Automatic Winder Operator · Axminster Rug Setter · Back Winder · Backwinder · Ball Fringe Machine Operator and related titles

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.