AI exposure by occupation, O*NET 51-6031.00

Will AI replace Sewing Machine Operators?

Sewing Machine Operators: AI can already handle 2 of 26 tasks; most of the work is hands-on, and the part AI can address mostly needs a standard-tier model.

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Every task, scored

The 26 tasks O*NET 30.3 lists for Sewing Machine Operators, from most to least exposed. 2 reach 60 or more, the level at which AI already handles a task.

Task AI exposure Evidence Model tier Importance
Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match. 80 Estimated Standard 4.2
Examine and measure finished articles to verify conformance to standards, using rulers. 80 Estimated Standard 4.1
Draw markings or pin appliques on fabric to obtain variations in design. 50 Estimated Efficient 3.8
Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary. 20 Estimated Efficient 4.1
Repair or alter items by adding replacement parts or missing stitches. 20 Estimated Efficient 4.0
Tape or twist together thread or cord to repair breaks. 20 Estimated Efficient 3.8
Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions. 15 Estimated No tier 4.4
Cut materials according to specifications, using blades, scissors, or electric knives. 15 Estimated No tier 4.4
Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components. 15 Estimated No tier 4.3
Position items under needles, using marks on machines, clamps, templates, or cloth as guides. 15 Estimated No tier 4.3
Guide garments or garment parts under machine needles and presser feet to sew parts together. 15 Estimated No tier 4.3
Remove holding devices and finished items from machines. 15 Estimated No tier 4.2
Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections. 15 Estimated No tier 4.2
Cut excess material or thread from finished products. 15 Estimated No tier 4.2
Select supplies such as fasteners and thread, according to job requirements. 15 Estimated No tier 4.1
Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles. 15 Estimated No tier 4.1
Record quantities of materials processed. 15 Estimated No tier 4.0
Turn knobs, screws, and dials to adjust settings of machines, according to garment styles and equipment performance. 15 Estimated No tier 4.0
Attach buttons, hooks, zippers, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders. 15 Estimated No tier 4.0
Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications. 15 Estimated No tier 4.0
Position material or articles in clamps, templates, or hoop frames prior to automatic operation of machines. 15 Estimated No tier 3.9
Perform equipment maintenance tasks such as replacing needles, sanding rough areas of needles, or cleaning and oiling sewing machines. 15 Estimated No tier 3.9
Baste edges of material to align and temporarily secure parts for final assembly. 15 Estimated No tier 3.7
Position and mark patterns on materials to prepare for sewing. 15 Estimated No tier 3.7
Mount attachments, such as needles, cutting blades, or pattern plates, and adjust machine guides according to specifications. 15 Estimated No tier 3.7
Perform specialized or automatic sewing machine functions, such as buttonhole making or tacking. 15 Estimated No tier 3.7

Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 0 of 26 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 26 of 26. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.

The model tier this role needs

A standard-tier model or lower covers 23% of the role's importance-weighted task work. 23% of the work is something AI can address at some tier, and 77% is hands-on.

Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.

Wages, employment and outlook

US employment
104,880
Median annual wage
$36,670
Middle half of earners
$31,960 to $42,830
Projected change, 2024 to 2034
-10.8%

Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.

Adjacent roles

The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.

Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.

Questions about Sewing Machine Operators and AI

Will AI replace Sewing Machine Operators?

AI already handles 2 of the 26 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 22 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by -10.8% from 2024 to 2034.

What is the AI exposure of Sewing Machine Operators?

22 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 0 of the 26 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 26 are estimated from each task's O*NET work activity.

Which Sewing Machine Operators tasks can AI already do?

The tasks with the highest exposure are: Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match; Examine and measure finished articles to verify conformance to standards, using rulers. They are the tasks that reach 60 or more.

What AI model tier does this role need?

A standard-tier model or lower covers 23% of the role's importance-weighted task work, and 77% is hands-on work that no model tier covers. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.

How many people work as Sewing Machine Operators, and what do they earn?

104,880 people in the United States, with a median annual wage of $36,670 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of -10.8% from 2024 to 2034.

How to cite

Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.

JobRoute (2026). AI exposure: Sewing Machine Operators. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/sewing-machine-operators

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