AI exposure: Sewing Machine Operators
Operate or tend sewing machines to join, reinforce, decorate, or perform related sewing operations in the manufacture of garment or nongarment products.
Reading this score
computedSewing Machine Operators is among the least exposed occupations measured, at 7.9% of weighted task load, rank 831 of 923. 87.9% of this job is work current AI systems cannot produce at all. That is not a statement about skill or value. It is a statement about what these systems can and cannot do.
What holds the line here is embodiment. Across this occupation's 26 tasks it averages 2.85 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Record quantities of materials processed, at 73.3%. The least is Perform specialized or automatic sewing machine functions, at 0.0%. A gap of 73.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within production occupations, this one is less exposed than the median of 16.2% across the group's 107 roles, with 92 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 26 tasks, 3 are currently banded exposed, 0 assisted and 23 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 0.42 | 0-4 |
| Embodiment | 2.85 | 0-3 |
| Presence | 0.05 | 0-3 |
| Accountability | 0.23 | 0-3 |
| Context | 0.57 | 0-3 |
| Verification cost | 0.40 | 0-3 |
Task by task
26 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Record quantities of materials processed. | 73.3% | 26.7% | 0.0% | 4.04 | exposed |
| Select supplies such as fasteners and thread, according to job requirements. | 50.0% | 25.0% | 25.0% | 4.14 | exposed |
| Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions. | 26.7% | 23.3% | 50.0% | 4.39 | exposed |
| Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match. | 15.0% | 10.0% | 75.0% | 4.17 | untouched |
| Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary. | 8.8% | 3.8% | 87.5% | 4.08 | untouched |
| Perform equipment maintenance tasks such as replacing needles, sanding rough areas of needles, or cleaning and oiling sewing machines. | 4.6% | 3.7% | 91.7% | 3.87 | untouched |
| Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components. | 0.0% | 0.0% | 100.0% | 4.32 | untouched |
| Position items under needles, using marks on machines, clamps, templates, or cloth as guides. | 0.0% | 0.0% | 100.0% | 4.31 | untouched |
| Guide garments or garment parts under machine needles and presser feet to sew parts together. | 0.0% | 0.0% | 100.0% | 4.26 | untouched |
| Remove holding devices and finished items from machines. | 0.0% | 0.0% | 100.0% | 4.17 | untouched |
| Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections. | 0.0% | 0.0% | 100.0% | 4.16 | untouched |
| Cut excess material or thread from finished products. | 0.0% | 0.0% | 100.0% | 4.15 | untouched |
| Examine and measure finished articles to verify conformance to standards, using rulers. | 0.0% | 0.0% | 100.0% | 4.12 | untouched |
| 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. | 0.0% | 0.0% | 100.0% | 4.09 | untouched |
| Turn knobs, screws, and dials to adjust settings of machines, according to garment styles and equipment performance. | 0.0% | 0.0% | 100.0% | 4.02 | untouched |
| Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications. | 0.0% | 0.0% | 100.0% | 3.96 | untouched |
| Repair or alter items by adding replacement parts or missing stitches. | 0.0% | 0.0% | 100.0% | 3.96 | untouched |
| Mount attachments, such as needles, cutting blades, or pattern plates, and adjust machine guides according to specifications. | 0.0% | 0.0% | 100.0% | 3.72 | untouched |
| Cut materials according to specifications, using blades, scissors, or electric knives. | 0.0% | 0.0% | 100.0% | 4.37 | untouched |
| Attach buttons, hooks, zippers, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders. | 0.0% | 0.0% | 100.0% | 4.02 | untouched |
| Position material or articles in clamps, templates, or hoop frames prior to automatic operation of machines. | 0.0% | 0.0% | 100.0% | 3.94 | untouched |
| Draw markings or pin appliques on fabric to obtain variations in design. | 0.0% | 0.0% | 100.0% | 3.84 | untouched |
| Tape or twist together thread or cord to repair breaks. | 0.0% | 0.0% | 100.0% | 3.79 | untouched |
| Baste edges of material to align and temporarily secure parts for final assembly. | 0.0% | 0.0% | 100.0% | 3.74 | untouched |
| Position and mark patterns on materials to prepare for sewing. | 0.0% | 0.0% | 100.0% | 3.73 | untouched |
| Perform specialized or automatic sewing machine functions, such as buttonhole making or tacking. | 0.0% | 0.0% | 100.0% | 3.67 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.