AI Automation Index

Will AI Replace Sewing Machine Operators?

Task-level automation exposure for Sewing Machine Operators: 26 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified

Developed & audited by Gini Loh

Automation Exposure

15% weighted task index

26 of 26 tasks scored

Median Salary

$36,670 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

104,880 people hold this job — size, not growth

Projected 2025–35

-15.1% employment change

9,800 openings a year · BLS line item

Pay by state

BLS OEWS publishes 51 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$21,840 – $45,750

Highest medians

Nevada $45,750

Alaska $43,850

Colorado $43,840

Maine $43,520

Washington $43,360

Lowest medians

Puerto Rico $21,840

West Virginia $29,320

Kentucky $29,460

Louisiana $29,600

Alabama $30,830

State figures come from the 51-6031 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 15%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 75%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 4%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 4%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 10/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

26 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 4%

1 tasks

Medium exposure (≥ 35%) 9%

2 tasks

Low exposure (below 35%) 87%

23 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#12149 · Core · 38% automatable

Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.

visual inspection — Malfunction detection relies on live physical observation

Watch operating equipment to detect malfunctions.

#12151 · Core · 5% automatable

Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.

physical manipulation — Feeding materials into equipment is physical

Load materials into production equipment. Feed materials or products into or through equipment.

#12150 · Core · 5% automatable

Position items under needles, using marks on machines, clamps, templates, or cloth as guides.

physical manipulation — Mounting workpieces is physical loading

Mount materials or workpieces onto production equipment.

#12153 · Core · 4% automatable

Guide garments or garment parts under machine needles and presser feet to sew parts together.

physical manipulation — Maneuvering workpieces needs hands-on control

Maneuver workpieces in equipment during production.

#12166 · Core · 7% automatable

Remove holding devices and finished items from machines.

physical manipulation — Removing parts from equipment is hands-on

Remove accessories, tools, or other parts from equipment. Remove products or workpieces from production equipment.

#12152 · Core · 30% automatable

Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.

visual inspection — Vision AI assists but physical comparison is human

Compare physical characteristics of materials or products to specifications or standards.

#12160 · Core · 4% automatable

Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections.

physical manipulation — Adjusting fabric is tactile manual work

Adjust fabrics or other materials during garment production.

#12159 · Core · 8% automatable

Cut excess material or thread from finished products.

physical manipulation — Manual trimming of workpieces

Trim excess material from workpieces.

#12157 · Core · 58% automatable

Select supplies such as fasteners and thread, according to job requirements.

decision support — Input material selection from specs; human approves

Select production input materials.

#12162 · Core · 28% automatable

Examine and measure finished articles to verify conformance to standards, using rulers.

physical manipulation — Hands-on dimensional measurement of workpieces

Measure dimensions of completed products or workpieces to verify conformance to specifications.

#12154 · Core · 5% automatable

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.

physical manipulation — Operating sewing equipment is manual machine work

Operate sewing equipment.

#12155 · Core · 82% automatable

Record quantities of materials processed.

data analysis — Record production data into structured logs

Record operational or production data.

#12163 · Core · 5% automatable

Turn knobs, screws, and dials to adjust settings of machines, according to garment styles and equipment performance.

physical manipulation — Operating sewing equipment is manual machine work

Operate sewing equipment.

#12169 · Core · 10% automatable

Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications.

physical manipulation — Attaching accessories requires manual fitting

Attach decorative or functional accessories to products.

#12164 · Core · 4% automatable

Repair or alter items by adding replacement parts or missing stitches.

physical manipulation — Textile repair needs hands-on dexterity

Repair textiles or apparel.

#12161 · Core · 8% automatable

Perform equipment maintenance tasks such as replacing needles, sanding rough areas of needles, or cleaning and oiling sewing machines.

physical manipulation — Hands-on removal and fitting of worn components

Clean production equipment. Replace worn equipment components. Maintain production or processing equipment.

#12158 · Core · 5% automatable

Mount attachments, such as needles, cutting blades, or pattern plates, and adjust machine guides according to specifications.

physical manipulation — Operating sewing equipment is manual machine work

Operate sewing equipment. Mount attachments or tools onto production equipment.

#12165 · Supplemental · 6% automatable

Cut materials according to specifications, using blades, scissors, or electric knives.

physical manipulation — Fabric cutting needs manual dexterity

Cut fabrics.

#12156 · Supplemental · 19% automatable

Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary.

visual inspection — Garment defect inspection needs physical handling

Mark products, workpieces, or equipment with identifying information. Inspect garments for defects, damage, or stains.

#12171 · Supplemental · 10% automatable

Attach buttons, hooks, zippers, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders.

physical manipulation — Attaching accessories requires manual fitting

Attach decorative or functional accessories to products.

#12168 · Supplemental · 5% automatable

Position material or articles in clamps, templates, or hoop frames prior to automatic operation of machines.

physical manipulation — Mounting workpieces is physical loading

Mount materials or workpieces onto production equipment.

#12174 · Supplemental · 8% automatable

Draw markings or pin appliques on fabric to obtain variations in design.

physical manipulation — Drawing guide lines on materials is hands-on

Draw guide lines or markings on materials or workpieces using patterns or other references.

#12173 · Supplemental · 4% automatable

Tape or twist together thread or cord to repair breaks.

physical manipulation — Textile repair needs hands-on dexterity

Repair textiles or apparel.

#12172 · Supplemental · 6% automatable

Baste edges of material to align and temporarily secure parts for final assembly.

physical manipulation — Aligning parts for assembly needs hands and judgment

Align parts or workpieces to ensure proper assembly.

#12167 · Supplemental · 9% automatable

Position and mark patterns on materials to prepare for sewing.

physical manipulation — Physical alignment of patterns on workpieces

Position patterns on equipment, materials, or workpieces. Draw guide lines or markings on materials or workpieces using patterns or other references.

#12170 · Supplemental · 5% automatable

Perform specialized or automatic sewing machine functions, such as buttonhole making or tacking.

physical manipulation — Operating sewing equipment is manual machine work

Operate sewing equipment.

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Community Sentiment

Do you agree?

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Method

How this was scored

1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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