Will winding machine operators be replaced by AI?
Updated
Winding machine operators score 22 out of 100 for AI exposure. 64% of their task time needs a person. AI can do 6% and helps with 30%.
- 6% AI can do it
- 30% AI helps
- 64% Needs a person
Low exposure
Lower than 76% of the 923 jobs we scored.
Task by task
We graded 23 tasks, most exposed first. AI can do 1 of them, helps with 6 and leaves 16 to people.
| Task | AI exposure |
|---|---|
| Record production data such as numbers and types of bobbins wound. Recording counts and bobbin types is routine data entry. | 80% AI can do it |
| Study guides, samples, charts, and specification sheets, or confer with supervisors or engineering staff to determine setup requirements. LLMs can digest spec sheets; supervisor discussions stay human. | 55% AI helps |
| Notify supervisors or mechanics of equipment malfunctions. Fault reports can be generated from machine sensor alerts. | 45% AI helps |
| Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed. Vision systems can flag defects; a person confirms specs. | 40% AI helps |
| Observe operations to detect defects, malfunctions, or supply shortages. Camera and sensor monitoring can spot defects and supply shortages. | 40% AI helps |
| Adjust machine settings such as speed or tension to produce products that meet specifications. AI can suggest settings; operator still tunes speed and tension. | 30% AI helps |
| Start machines, monitor operation, and make adjustments as needed. Sensors can watch runs; starting machines stays hands-on. | 25% AI helps |
| Stop machines when specified amount of products has been produced. Machine counters usually halt production automatically; little AI help needed. | 18% Needs a person |
| Inspect machinery to determine whether repairs are needed. Visual and physical inspection of machinery needs hands-on presence. | 15% Needs a person |
| 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. Tending twisting machines is physical work on moving equipment. | 15% Needs a person |
Show the other 13 tasks
| Task | AI exposure |
|---|---|
| Operate machines for test runs to verify adjustments and to obtain product samples. Test runs need a person to handle machines and samples. | 15% Needs a person |
| Measure bobbins periodically, using gauges, and turn screws to adjust tension if bobbins are not of specified size. Gauge readings could be logged; turning tension screws is manual. | 15% Needs a person |
| Tend spinning frames that draw out and twist roving or sliver into yarn. Tending spinning frames is physical work on moving machinery. | 12% Needs a person |
| Unwind lengths of yarn, thread, or twine from spools and wind onto bobbins. Unwinding and rewinding yarn is manual handling of packages. | 10% Needs a person |
| Thread yarn, thread, or fabric through guides, needles, and rollers of machines. Threading through guides and rollers is manual physical work. | 8% Needs a person |
| Replace depleted supply packages with full packages. Swapping full packages onto machines is physical handling. | 8% Needs a person |
| Observe bobbins as they are winding and cut threads to remove loaded bobbins, using knives. Cutting threads with knives on moving machines is hands-on work. | 8% Needs a person |
| 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. Tending multiple winding units is physical, hands-on work. | 8% Needs a person |
| Remove spindles from machines and bobbins from spindles. Removing spindles and bobbins is manual physical handling. | 5% Needs a person |
| Install, level, and align machine components such as gears, chains, guides, dies, cutters, or needles to set up machinery for operation. Leveling and aligning machine parts requires hands and tools. | 5% Needs a person |
| Place bobbins on spindles and insert spindles into bobbin-winding machines. Placing bobbins on spindles is physical, repetitive handling. | 5% Needs a person |
| Repair or replace worn or defective parts or components, using hand tools. Repairing worn parts with hand tools needs skilled hands. | 5% Needs a person |
| Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oilcans, and grease guns. Cleaning and oiling machines is physical work with tools. | 5% Needs a person |
How winding machine operators compare
All jobs (923)
Production (107)
Pay and outlook in the US
- Median pay
- $38,670 a year, May 2025
- People employed
- 22,020 in the US, May 2025
- Projected change in jobs
- -10.3% from 2024 to 2034
Skills to build
- Set up winding machines by aligning guides and cutters
- Adjust speed and tension manually to meet specifications
- Thread yarn through guides and rollers on winding machines
- Repair worn machine parts with hand tools
- Verify bobbin output against specification sheets before adjusting
- Log production counts and bobbin types in Microsoft Excel
Safer roles nearby
5 related jobs with lower scores.
Questions about winding machine operators and AI
Will AI replace winding machine operators?
Partly. About 2 in 10 working hours go to tasks AI can already do, mostly recording production data and reading specification sheets. Setting machines, threading yarn, and cleaning equipment stay with people because they need hands and tools on the machine.
Which winding machine operator tasks is AI taking over?
Recording production data, such as bobbin counts and bobbin types, scores 80 on exposure, the highest in this job, because it is routine data entry. Notifying mechanics of malfunctions scores 45, since machine sensor alerts can generate fault reports. Observing operations for defects scores 40, since camera monitoring can flag them.
Which winding machine operator tasks stay human?
Removing spindles, placing bobbins, and threading yarn score 5 to 8 on exposure, the lowest in this job. Each one is physical handling with hands and tools, and together with machine cleaning and repair they make up most of the 64% of task weight that stays human.
How can winding machine operators stay valuable?
Keep hands-on setup skills, such as aligning guides, cutters, and gears on each machine. Learn to check sensor and vision alerts against the spec sheet before changing speed or tension. Keep Excel production logs accurate so supervisors can spot tension drift early.
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