JOB REPORT / 51-6063 · 19 TASKS

Textile Knitting and Weaving Machine Setters, Operators, and Tenders.

Can AI do the work of Textile Knitting and Weaving 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:

Stop machines when specified amounts of product have been…
Record information about work completed and machine settings
Study guides, loom patterns, samples, charts, or specification sheets…

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A guided certificate program in AI-assisted Textile Knitting and Weaving Machine Setters, Operators, and Tenders work. It covers the 13 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

13 of 19 tasks reviewed

This job has 19 core tasks. We went through 13 of them, one at a time.

Task by task, from the work Textile Knitting and Weaving 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
Stop machines when specified amounts of product have been produced.
AI DOES
Monitors production counts and triggers automatic stop signals when targets are reached
YOU DO
Watch for real-world problems like jams, defects, or sensor errors that data alone can't catch
TASK 02
Record information about work completed and machine settings.
AI DOES
Suggests record templates, flags missing fields, and helps format logs digitally
YOU DO
Read the real machine dials and confirm what was actually done on the floor
TASK 03
Study guides, loom patterns, samples, charts, or specification sheets, or confer with supervisors or engineering staff to determine setup requirements.
AI DOES
Reads spec sheets, summarizes pattern requirements, and flags missing setup details
YOU DO
Apply shop-floor experience to translate specs into actual machine adjustments
TASK 04SOURCE-BACKED TASK
Program electronic equipment.
AI DOES
Generates code and suggests programming solutions
YOU DO
Debug, test, and ensure it works
About this analysis
53% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 05
Notify supervisors or repair staff of mechanical malfunctions.
AI DOES
Drafts alert messages and logs malfunction details into maintenance systems
YOU DO
Notice the problem by sound, feel, or sight on the shop floor
TASK 06
Inspect products to ensure that specifications are met and to determine if machines need adjustment.
AI DOES
Flags visual defects in fabric images using machine-vision cameras
YOU DO
Touch and handle real fabric to catch texture, tension, and subtle quality issues AI cameras miss
TASK 07
Inspect machinery to determine whether repairs are needed.
AI DOES
Analyzes sensor data or maintenance logs to flag possible issues
YOU DO
Walk the floor, touch the machine, and use your senses to catch what data misses
TASK 08
Confer with co-workers to obtain information about orders, processes, or problems.
AI DOES
Pulls up order details, logs issues, and summarizes process notes in shared digital systems
YOU DO
Keep the real-time conversation and hands-on problem-solving between coworkers on the floor
TASK 09
Observe woven cloth to detect weaving defects.
AI DOES
Flags potential defect areas using machine vision cameras mounted on equipment
YOU DO
Trust your trained eye and hands to catch subtle texture and pattern flaws that cameras miss
TASK 10
Start machines, monitor operations, and make adjustments as needed.
AI DOES
Flags anomalies in sensor data and suggests adjustment ranges
YOU DO
Physically start machines, feel fabric quality, and respond to mechanical problems in real time
TASK 11
Adjust machine heating mechanisms, tensions, and speeds to produce specified products.
AI DOES
Suggests starting settings based on product specs or past runs
YOU DO
Feel the fabric, hear the machine, and make fine physical adjustments in real time
TASK 12
Set up, or set up and operate textile machines that perform textile processing and manufacturing operations such as winding, twisting, knitting, weaving, bonding, or stretching.
AI DOES
Suggests machine settings or flags maintenance patterns from sensor data
YOU DO
Physically adjust tension, thread machines, and respond to material feel and sound
TASK 13
Operate machines for test runs to verify adjustments and to obtain product samples.
AI DOES
Logs run data and flags unusual sensor readings
YOU DO
Stay hands-on to feel, see, and judge real fabric quality in person

START LEARNING AI

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There are 13 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 Knitting and Weaving Machine Setters, Operators, and Tenders
SOC code: 51-6063
Tasks reviewed: 13 of 19

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $39,530 · BLS OEWS 2025
Median pay (Colorado): Not reported for Colorado
Employed (national): 13,030
Employed in Colorado: Not reported for Colorado
Job outlook: −11.2% by 2034 · ~1,700 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.

Stop machines when specified amounts of product have been produced.

Record information about work completed and machine settings.

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

Program electronic equipment.

Notify supervisors or repair staff of mechanical malfunctions.

Inspect products to ensure that specifications are met and to determine if machines need adjustment.

Inspect machinery to determine whether repairs are needed.

Confer with co-workers to obtain information about orders, processes, or problems.

Observe woven cloth to detect weaving defects.

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

Adjust machine heating mechanisms, tensions, and speeds to produce specified products.

Set up, or set up and operate textile machines that perform textile processing and manufacturing operations such as winding, twisting, knitting, weaving, bonding, or stretching.

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

Practice AI.Use your judgment.

Practice AI.
Use your judgment.