← Risk register SOC 51-6092 · reviewed 2026-08-11

Fabric and Apparel Patternmakers

2,950 US workers · median $62,750/yr · Production

EXPOSED

The screen half of this job — drafting blocks in Gerber/Optitex/CLO, grading a base pattern across a size range, nesting markers for cutting efficiency, writing spec sheets — is exactly the parametric, rules-driven work that software already automates well and generative 3D tools are eating faster. What survives is physical: draping muslin on a form, reading how a specific knit or bias-cut fabric actually behaves, and correcting fit on a live model during a fitting session. This occupation sits right on the COOKED/EXPOSED line mainly because it has no licensure, no client accountability shield, and has already been thinned by offshoring, so automation lands on an eroded base.

10-year outlook: Expect continued shrinkage in the CAD-grading and marker-making tier, with the remaining jobs concentrating into sample rooms, fit specialists, and small-batch or technical apparel shops where hands on fabric still decide the outcome.

Score — 34/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 7 + 12 + 1 + 6 + 8 = 34.

Task resistance 7/20

Mixed — a routine tier and a judgment tier. Grading and marker-making are already one-click operations in Gerber/Lectra, and CLO's parametric blocks now generate a first pattern from a sketch — what keeps this at 7 rather than 3 is that muslin draping on a dress form, pinning out a bias-cut swing, and diagnosing why a rib-knit sleeve twists on a fit model still require hands on cloth that no solver reproduces reliably.

Embodiment 12/20

Some physical or field component. A 12 reflects a job split roughly evenly between a CAD workstation and a cutting table — walking hard-paper or tag-board patterns, notching, pinning muslin on a form, and standing through fittings — all inside a controlled sample room, not on a roof or a job site, which is what keeps it out of the 13+ band.

Liability shield 1/20

No licence, no signature requirement. There is no state licence, no exam, no registered stamp on a pattern; a graded nest that comes out short-yielding is caught by the cutter or the sample maker and reworked internally, so nothing legally attaches to your name — hence 1, not zero only because an ASTM/ISO spec-sheet signoff occasionally carries your initials.

Trust premium 6/20

Some relationship component. A 6 acknowledges that designers who trust a specific patternmaker to interpret their sketch send work back to that person for years, but the deliverable is a graded pattern file that any competent shop can open and use — the buyer never meets you and does not care who drafted it.

Judgment & accountability 8/20

Meaningful discretion. Deciding ease allowances, where to place a dart versus a princess seam, and how much to shrink for a 4% wool relax are real calls made from experience rather than a table, but they are reversible at the next fitting and reviewed by a designer or technical director before production cutting — that review loop is why this is 8 and not 14.

Scored twice. An independent second run returned 39/100 — EXPOSED, agreeing with the verdict above.

This score sits on a verdict boundary. At 34/100 it is one point from COOKED. Re-scoring moves results by a point or two, so here the score is more informative than the label.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, judgment

How to future-proof this job

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.