← Risk register SOC 27-1022 · reviewed 2026-08-11

Fashion Designers

21,450 US workers · median $80,960/yr · Media

EXPOSED

The ideation layer of this job — trend research, mood boards, colorways, flat sketches, print and pattern variations, tech-pack line drawings — is exactly what generative image models now produce in bulk, and CAD/3D tools like CLO already compress sample iterations. What survives is physical: selecting and handling fabric, draping and correcting fit on a live body, judging drape and hand-feel on a sample, and riding factories through production. The modal worker here is a mid-market apparel designer inside a brand or supplier, not a runway name, and their sketch-and-spec hours are the most exposed part of the week.

10-year outlook: Concept and sketch roles thin out sharply while fit, materials, and production-facing design jobs hold, so the occupation shrinks and shifts toward the factory floor.

Score — 38/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 8 + 10 + 1 + 8 + 11 = 38.

Task resistance 8/20

Mixed — a routine tier and a judgment tier. At 8 the job splits roughly in half: mood boards, colorways, repeat prints, flat sketches and tech-pack line art are now first-drafted by diffusion models and CLO 3D, while first-fit correction, choosing a 12oz twill over a 10oz by hand, and pushing a factory through pre-production sample rounds still need a person in the room — it sits above 6 because the fit and fabric half genuinely does not digitize, and below 14 because the sketch-and-spec half already has.

Embodiment 10/20

Some physical or field component. A 10 reflects fittings on a live model, draping muslin on a form, feeling hand and drape on lab dips and strike-offs, and periodic mill or factory visits — real physical work, but in a studio or showroom with the model standing still, not the uncontrolled conditions that push a score past 13, and plenty of weeks are spent entirely in Illustrator and PLM.

Liability shield 1/20

No licence, no signature requirement. There is no licence, no board, no CE requirement to call yourself a fashion designer; CPSIA flammability and children's-sleepwear compliance and the care-label rules attach to the brand and its testing lab, and design work itself is copyright-thin — hence 1 rather than 0 only because a named designer's reputation is personally on the line when a garment fails.

Trust premium 8/20

Some relationship component. An 8 covers the working relationships that actually hold: the merchandiser and buyer who trust your read on next season, the pattern maker and the overseas vendor tech you have argued with for five years — but the customer buying the dress never learns your name, and brands swap in-house design teams routinely, which is what keeps this below the 13 line.

Judgment & accountability 11/20

Meaningful discretion. At 11 the calls are real — committing a colorway and fabric to a six-figure production minimum, killing a style at the fit stage, judging whether a trend has another season in it — but they are made inside a merchandising calendar, against a costed line plan, and signed off by a design director or VP, so the ambiguous bet is shared rather than owned.

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

Tasks already automatable

What survives

Active moats: embodiment, judgment

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Choreographers EXPOSED · 61/100 · you already have ~67% of the skill profile

Skills to close: Instructing, Learning Strategies

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.