JobAIRisk

Sewing Machine Operators

Sewing Machine Operators — AI exposure, safer roles, and a pivot plan.

Also known as: Appliquer · Bag Maker · Back Facer · Bag Mender · Armhole Sewer · Apron Operator

AI Task Exposure Score

Low exposure

More exposed than 9% of 968 occupations · Rank #861 (1 = most exposed)

This score estimates how exposed the tasks in a role are to current and near-term AI capabilities. It does not predict whether a specific person will lose a job.

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

No strongly automatable task in the current data release.

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

  • Record quantities of materials processed.51
  • Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.43
  • Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.38

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

  • Repair or alter items by adding replacement parts or missing stitches.16
  • Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary.19
  • Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications.22

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 30 puts Sewing Machine Operators in the least-exposed quarter of analyzed occupations. In practice, exposure this level is about the mix: 0 of 20 analyzed tasks lean automatable, 5 augmentable, and 15 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

One next move: lean into the durable core above and adopt AI on the routine remainder before it becomes a mandate.

Lower-exposure adjacent roles

No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.

Labor-market context

  • $36,670median wage
  • 104,880employed
  • 13,000annual openings
  • -10.7%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Your week probably doesn’t match the average

This page scores the occupation. The $9 Personalized Risk & Action Report scores your task mix — paste what you actually do and get your own score, confidence level, task matrix, human moat, and a 7/30/90-day plan.

Personalize my result — $9

Related roles

Adjacent by skills or family — no exposure claim implied.

FAQ — Sewing Machine Operators

What does a score of 30 mean for a Sewing Machine Operators?
It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 30 on a 0–100 exposure scale — in the least-exposed quarter of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.
Which tasks in this role are most exposed to AI?
This role has no strongly automatable task in the current data release.
Which parts of this job are most durable?
The most durable responsibilities are: Repair or alter items by adding replacement parts or missing stitches; Inspect garments, and examine repair tags and markings on garments to locate defects or damage, and mark errors as necessary; Attach tape, trim, appliques, or elastic to specified garments or garment parts, according to item specifications. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.
Is this score personalized to me?
No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.

Score version jr-v1 · data release 2026.07.11-r1 · updated 2026-07-11 · baseline mapping: 20 of 20 tasks carry source-level provenance · methodology