Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders
AI replacement rate
60%This role is currently tracked with 10 timeline items plus a profile-based replacement estimate.
This role has a high potential for AI-driven transformation due to its repetitive and machine-centric nature, despite some aspects requiring human judgment. No specific recent evidence is available, so the score is based on the role profile and general AI trends.
Replacement trend
Aggregated from periodic refresh snapshots- 2026-04-2060%
Why this role is rated this way
Structural baseThe core tasks of machine operation and monitoring in textile winding and twisting are highly repetitive and rule-based, making them amenable to automation by AI systems.
AI can optimize machine settings, predict maintenance needs, and perform real-time quality checks on textile output, reducing the need for continuous human intervention.
The role has low physicality and moderate interpersonal demands, traits that typically favor increased automation as physical and complex social interaction barriers are minimal.
While setting and complex troubleshooting may still require human expertise, AI can assist operators with diagnostics and optimized parameters, transforming the nature of the role rather than eliminating it entirely in these specific areas.
Timeline
Relevant news and cases, newest firstThe TechCrunch AI article covers the conclusion of the Musk v. Altman trial related to OpenAI, questioning trust in AI leadership, and discusses broader startup ecosystem dynamics including SpaceX's potential IPO and new founder activity.
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Open originalSet up, operate, or tend machines that extrude and form continuous filaments from synthetic materials, such as liquid polymer, rayon, and fiberglass. ... Feed materials into or remove materials from machines or equipment that is automatic or ...
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Open originalSet up, operate, or tend machines that wind or twist textiles; or draw out and combine sliver, such as wool, hemp, or synthetic fibers.
Open originalWinding, twisting, and drawing out machine operators tend machines that wind or twist textiles; or draw out and combine materials such as wool, hemp, or synthetic fibers to make thread and yarn.
Open originalIncludes slubber machine and drawing frame operators. Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives. Place bobbins on spindles and insert spindles into bobbin-winding machines. Tend spinning frames that draw out and twist roving or sliver into yarn. Tend machines with multiple winding units that wind thread onto shuttle bobbins for use on sewing machines or other kinds of bobbins for sole-stitching, knitting, or weaving machinery.
Open originalTend 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. ... Operate machines for test runs to verify ...
Open originalNational estimates for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders Industry profile for Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders Geographic profile for Textile Winding, Twisting, and Drawing Out Machine Setters, ...
Open original