Production & ManufacturingO*NET: 51-6064.00
Will AI Replace Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders?
Set up, operate, or tend machines that wind or twist textiles; or draw out and combine sliver, such as wool, hemp, or synthetic fibers. Includes slubber machine and drawing frame operators.
88out of 100
Critical Risk
AI Risk Score
88/100
Risk Level
Critical
Job Zone
2/5
Entry
Total Tasks Analyzed
11
🤖 What AI Can Do
- ▸Start machines, monitor operation, and make adjustments as needed.
- ▸Record production data such as numbers and types of bobbins wound.
- ▸Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.
- ▸Operate machines for test runs to verify adjustments and to obtain product samples.
👤 What Requires Humans
- ▸Inspect machinery to determine whether repairs are needed.
Task Breakdown
🤖AI Can Automate (4)
- Start machines, monitor operation, and make adjustments as needed.
- Record production data such as numbers and types of bobbins wound.
- Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.
- Operate machines for test runs to verify adjustments and to obtain product samples.
👤Requires Humans (1)
- Inspect machinery to determine whether repairs are needed.
⚡AI-Assisted (6)
- Notify supervisors or mechanics of equipment malfunctions.
- Thread yarn, thread, or fabric through guides, needles, and rollers of machines.
- Replace depleted supply packages with full packages.
- Stop machines when specified amount of products has been produced.
- Tend 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.
- Observe operations to detect defects, malfunctions, or supply shortages.
Key Skills Analysis
Operations MonitoringAI-Vulnerable
Importance: 3.62/5.00
Operation and Control
Importance: 3.50/5.00
Speaking
Importance: 3.12/5.00
Quality Control AnalysisAI-Vulnerable
Importance: 3.12/5.00
Active Listening
Importance: 3.00/5.00
Critical ThinkingAI-Resistant
Importance: 3.00/5.00
Monitoring
Importance: 3.00/5.00
Troubleshooting
Importance: 2.88/5.00
CoordinationAI-Resistant
Importance: 2.62/5.00
Equipment Maintenance
Importance: 2.62/5.00
Judgment and Decision MakingAI-Resistant
Importance: 2.62/5.00
Reading ComprehensionAI-Vulnerable
Importance: 2.50/5.00
Social PerceptivenessAI-Resistant
Importance: 2.50/5.00
Complex Problem SolvingAI-Resistant
Importance: 2.50/5.00
Repairing
Importance: 2.50/5.00
Related Occupations
Textile Knitting and Weaving Machine Setters, Operators, and Tenders
65/100 — High Risk
Paper Goods Machine Setters, Operators, and Tenders
88/100 — Critical Risk
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
89/100 — Critical Risk
Cutting and Slicing Machine Setters, Operators, and Tenders
88/100 — Critical Risk
Machine Feeders and Offbearers
86/100 — Critical Risk
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Frequently Asked Questions
Based on our analysis, Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders have a critical risk of AI replacement with a score of 88/100. Many routine tasks in this role can be automated, but human oversight remains important.
Last updated: 2026-03-28· Data from O*NET 30.2 & Frey/Osborne automation research