Textile process operatives
Textile process operatives operate machines to prepare natural and synthetic fibres for processing, spin and twist fibre into yarn, thread, twine, rope and other similar material, and estimate the quantities of colouring matter required for printing and dyeing fabrics.
- Employees (UK)
- 9k
- Median annual pay
- £25,572
- Exposure score ?
- 0.9/10 Minimal 0.9/10 Minimal strict reading, with tools is 0.9/10 with-tools reading, strict is 0.9/10
- Wage exposure
- £21m £21m
Higher exposure than 52% of the 379 UK occupations we scored.
What this score means.
Most of this role's work is still hard for AI: physical presence, practised skill, judgement in context and direct care, the things that do not turn into text.
If you are in this role
Nothing here is under pressure today, but the frontier moves. Learn enough to direct AI at the paperwork around the job. People in hands-on roles who can do that become unusually useful inside their organisations.
Most of this role's work is still hard for AI: physical presence, practised skill, judgement in context and direct care, the things that do not turn into text.
If you are in this role
Nothing here is under pressure today, but the frontier moves. Learn enough to direct AI at the paperwork around the job. People in hands-on roles who can do that become unusually useful inside their organisations.

Where the work usually starts.
This role's strict reading is low because its top tasks are judgement, not drafting. The three highest-stakes tasks below are still usually where the work starts. Switch to With tools to see what AI plus the right context can take on.
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Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives.
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Notify supervisors or mechanics of equipment malfunctions.
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Thread yarn, thread, or fabric through guides, needles, and rollers of machines.
For this role the labels do not surface obvious candidates, so the work would start with the highest-stakes tasks below and find the AI angle in conversation.
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Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives.
-
Notify supervisors or mechanics of equipment malfunctions.
-
Thread yarn, thread, or fabric through guides, needles, and rollers of machines.
Every role has three or four places like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days.
Every task in the role.
Every O*NET task for this occupation, split by what AI can do unaided and what still needs a person. Importance is O*NET's 1 to 5 rating of how central each task is.
Tasks via O*NET "Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders" (51-6064.00).
What AI can already do
2 of 23 tasks, unaided
Record production data such as numbers and types of bobbins wound.
Study guides, samples, charts, and specification sheets, or confer with supervisors or engineering staff to determine setup requirements.
What still needs a person
21 of 23 tasks
Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives.
Notify supervisors or mechanics of equipment malfunctions.
Thread yarn, thread, or fabric through guides, needles, and rollers of machines.
Unwind lengths of yarn, thread, or twine from spools and wind onto bobbins.
Start machines, monitor operation, and make adjustments as needed.
Inspect machinery to determine whether repairs are needed.
Replace depleted supply packages with full packages.
Stop machines when specified amount of products has been produced.
Adjust machine settings such as speed or tension to produce products that meet specifications.
Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.
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.
Tend spinning frames that draw out and twist roving or sliver into yarn.
Remove spindles from machines and bobbins from spindles.
Observe operations to detect defects, malfunctions, or supply shortages.
Install, level, and align machine components such as gears, chains, guides, dies, cutters, or needles to set up machinery for operation.
Place bobbins on spindles and insert spindles into bobbin-winding machines.
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.
Repair or replace worn or defective parts or components, using hand tools.
Operate machines for test runs to verify adjustments and to obtain product samples.
Measure bobbins periodically, using gauges, and turn screws to adjust tension if bobbins are not of specified size.
Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oilcans, and grease guns.
Tasks via O*NET "Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders" (51-6064.00).
What AI can already do
2 of 23 tasks, with tools
Record production data such as numbers and types of bobbins wound.
Study guides, samples, charts, and specification sheets, or confer with supervisors or engineering staff to determine setup requirements.
What still needs a person
21 of 23 tasks
Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives.
Notify supervisors or mechanics of equipment malfunctions.
Thread yarn, thread, or fabric through guides, needles, and rollers of machines.
Unwind lengths of yarn, thread, or twine from spools and wind onto bobbins.
Start machines, monitor operation, and make adjustments as needed.
Inspect machinery to determine whether repairs are needed.
Replace depleted supply packages with full packages.
Stop machines when specified amount of products has been produced.
Adjust machine settings such as speed or tension to produce products that meet specifications.
Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.
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.
Tend spinning frames that draw out and twist roving or sliver into yarn.
Remove spindles from machines and bobbins from spindles.
Observe operations to detect defects, malfunctions, or supply shortages.
Install, level, and align machine components such as gears, chains, guides, dies, cutters, or needles to set up machinery for operation.
Place bobbins on spindles and insert spindles into bobbin-winding machines.
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.
Repair or replace worn or defective parts or components, using hand tools.
Operate machines for test runs to verify adjustments and to obtain product samples.
Measure bobbins periodically, using gauges, and turn screws to adjust tension if bobbins are not of specified size.
Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oilcans, and grease guns.
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Related occupations.
Other roles in Process, plant and machine operatives, and roles close by exposure.
What it means for your sector.
This role's score comes from Eloundou et al's 2023 task labels, weighted by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 through ISCO-08 (the ONS coding index) and US SOC 2010 (the BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional, which covers employees only.
Back to the mapMethodologySources (PDF)Built 29 April 2026
Pictures
- "Census pantograph and 1930s keypunches" by U.S. Census Bureau employees, public domain, via Wikimedia Commons
- "Shepard Barclay, St. Louis lawyer, in his office" by Missouri Historical Society via DPLA, no known copyright restrictions, via Wikimedia Commons
- "Accountant's Office LCCN2016824374" by National Photo Company Collection, public domain, via Wikimedia Commons
- "Employment service in Oulu in the spring 1931" by Finnish Heritage Agency (Museovirasto), CC BY 4.0, via Wikimedia Commons


