JOB REPORT / 51-6064 · 23 TASKS

Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders.

Can AI do the work of Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

Drag the dot. There’s no wrong answer; it starts at our estimate.

Starting pointOur estimate

The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

Record production data
Stop machines when specified amount of products has been…
Observe operations to detect defects, malfunctions, or supply shortages

Your free lesson plan builds the skills that keep you ahead of AI.

A free set of short lessons, about 20 minutes each, at your own pace. No payment, no experience needed.

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A guided certificate program in AI-assisted Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders work. It covers the 14 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

14 of 23 tasks reviewed

This job has 23 core tasks. We went through 14 of them, one at a time.

Task by task, from the work Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Record production data such as numbers and types of bobbins wound.
AI DOES
Logs counts, fills forms, and flags unusual numbers automatically
YOU DO
Verify readings and catch real-world errors sensors miss
TASK 02
Stop machines when specified amount of products has been produced.
AI DOES
Monitors production counts in real time and triggers automatic machine stops when targets are hit
YOU DO
Stay present to handle jams, safety issues, and unexpected machine behavior
TASK 03
Observe operations to detect defects, malfunctions, or supply shortages.
AI DOES
Flags visual defects and sensor alerts on screen
YOU DO
Trust your hands, ears, and experience to catch what cameras miss
TASK 04
Study guides, samples, charts, and specification sheets, or confer with supervisors or engineering staff to determine setup requirements.
AI DOES
Summarizes spec sheets, highlights key setup parameters, and flags differences between guides
YOU DO
Verify specs against real samples and talk with supervisors about machine conditions
TASK 05
Notify supervisors or mechanics of equipment malfunctions.
AI DOES
Drafts malfunction reports and sends automatic alerts when sensors detect problems
YOU DO
Stay present on the floor and judge whether something is truly wrong
TASK 06
Adjust machine settings such as speed or tension to produce products that meet specifications.
AI DOES
Reads sensor and production data to suggest speed or tension adjustments
YOU DO
Physically make the adjustments and judge how the machine feels and sounds in real time
TASK 07
Inspect products to verify that they meet specifications and to determine whether machine adjustment is needed.
AI DOES
Flags visual defects using machine vision cameras and alerts operators to out-of-spec patterns
YOU DO
Touch and handle the product to catch subtle texture, tension, or twist problems that cameras miss
TASK 08
Start machines, monitor operation, and make adjustments as needed.
AI DOES
Monitors sensor data and flags unusual readings or patterns
YOU DO
Trust your hands and eyes to catch problems and make physical fixes in the moment
TASK 09
Inspect machinery to determine whether repairs are needed.
AI DOES
Analyzes sensor data and vibration readings to flag potential problems
YOU DO
Walk the floor, use your senses, and judge what the machine actually needs
TASK 10
Operate machines for test runs to verify adjustments and to obtain product samples.
AI DOES
Logs and analyzes test run data to spot patterns or flag issues faster
YOU DO
Physically operate the machine, feel vibrations, and judge sample quality in person
TASK 11
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.
AI DOES
Monitors sensor data and flags machine faults or quality issues on a screen
YOU DO
Feel yarn tension and make hands-on adjustments to the running machine
TASK 12
Unwind lengths of yarn, thread, or twine from spools and wind onto bobbins.
AI DOES
Monitors machine sensors for thread breaks or tension issues
YOU DO
Handle the physical loading, threading, and fixing of tangles yourself
TASK 13
Tend spinning frames that draw out and twist roving or sliver into yarn.
AI DOES
Monitors sensor data and flags machine faults remotely
YOU DO
Stay present to catch yarn breaks, fix threading, and make physical adjustments in real time
TASK 14
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.
AI DOES
Monitors machine sensors and flags tension or speed issues on a screen
YOU DO
Load bobbins, fix thread breaks, and adjust tension by hand

START LEARNING AI

Practice AI.
Use your judgment.

There are 14 short lessons for this job, about 15 minutes each. Each one starts from a task above and teaches the part that stays with you.

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AT A GLANCE

Occupation: Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders
SOC code: 51-6064
Tasks reviewed: 14 of 23

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $38,670 · BLS OEWS 2025
Median pay (Colorado): $37,540 · BLS OEWS 2025
Employed (national): 22,020
Employed in Colorado: 90
Job outlook: −9% by 2034 · ~2,500 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

How does this fit your work?

Earn a certificate in your job

Your job, task by task.

Record production data such as numbers and types of bobbins wound.

Stop machines when specified amount of products has been produced.

Observe operations to detect defects, malfunctions, or supply shortages.

Study guides, samples, charts, and specification sheets, or confer with supervisors or engineering staff to determine setup requirements.

Notify supervisors or mechanics of equipment malfunctions.

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.

Start machines, monitor operation, and make adjustments as needed.

Inspect machinery to determine whether repairs are needed.

Operate machines for test runs to verify adjustments and to obtain product samples.

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.

Unwind lengths of yarn, thread, or twine from spools and wind onto bobbins.

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.

Practice AI.Use your judgment.

Practice AI.
Use your judgment.