Production · SOC 51-6064
Winding and twisting machines run largely automatically, but defect spotting and machine repair still require trained operators.
Hands-on, interpersonal or high-stakes work AI struggles to replace.
Timeline: Winding and twisting operations are among the most automated textile processes; human roles will narrow to monitoring, changeover, and maintenance functions within 10 years.
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Production
$49,900 median pay
$45,190 median pay
$55,770 median pay
$51,000 median pay
$33,880 median pay
AI job-risk card
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders is resilient on AIFear. Hands-on, interpersonal or high-stakes work AI struggles to replace.
AIFear.com
Our AI Fear Score for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders is 19/100 (Resilient). Hands-on, interpersonal or high-stakes work AI struggles to replace.
19 out of 100, based on an AI-model review of this occupation's O*NET tasks against what current AI can actually do.
Most exposed: Recording production data such as bobbin counts and settings. Harder to automate: Starting machines and monitoring for defects and malfunctions, Inspecting machinery to identify repair needs, Inspecting products for specification compliance, Observing operations to detect supply shortages or anomalies.
Lean into Textile winding and twisting machine operation, Defect identification in fiber and yarn products, Machine monitoring and preventive maintenance, Quality standards for fiber products, Production workflow awareness. Consider roles such as Textile Production Supervisor or Quality Inspector (Yarn and Fiber) or Textile Process Technician.
Tasks, skills and AI-exposure for this role were reviewed by an AI model against its O*NET task profile (curated roles use published research anchors). Pay and employment, where shown, are U.S. BLS OEWS (May 2024) figures. This is an estimate, not a prediction about any individual's job. Compare all occupations.