{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/fashion-designers/",
  "methodology": "https://cookedindex.com/methodology",
  "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.",
  "scored_at": "2026-08-11",
  "model": "claude-opus-5",
  "occupation": {
    "title": "Fashion Designers",
    "soc_code": "27-1022",
    "category": "Media",
    "us_employment": 21450,
    "median_annual_wage": 80960
  },
  "verdict": "EXPOSED",
  "risk_resistance": 38,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 8,
    "embodiment": 10,
    "liability_shield": 1,
    "trust_premium": 8,
    "judgment_accountability": 11
  },
  "reasoning": {
    "task_resistance": "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": "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": "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": "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": "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."
  },
  "rationale": "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.",
  "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.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix collapse onto the non-generative tier: if flat sketching, colorway and print variation, and tech-pack line art are fully absorbed by generative tools plus CLO/Browzwear, the remaining defined job is fabric sourcing and qualification, fit correction across a size range, grading decisions, and factory correction cycles — work that is judgment and touch, not image output. Watch for job postings that drop 'strong Illustrator/sketching' and lead with 'fit sessions, fabric development, vendor management'.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Human authorship becoming a commercial requirement because of IP: the US Copyright Office's Thaler/Zarya line and its 2025 guidance deny registration to material lacking human authorship, and design patents require a natural-person inventor. If brands' licensing and anti-counterfeit enforcement depends on registrable prints and surface designs, they must document a named human designer's contribution — turning human origination into a contract term rather than a marketing story.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Disclosure-driven premium at the label level: if 'AI-generated design' disclosure becomes standard (via EU AI Act transparency norms bleeding into product marketing, or a retailer's supplier code), a visible split emerges between disclosed-AI mass tiers and 'designed by' human tiers, the way 'handmade' operates on Etsy after its 2024 policy fights.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "Ownership of margin-consequential calls concentrating in the designer: if the sketch layer is free, the accountable decision becomes which fabric at which price, which fit block, and which of hundreds of AI options actually gets bought and cut — a call with six-figure inventory consequences and no model able to absorb the blame. Watch for design roles retitled to merge with product development or merchandising sign-off.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Product-compliance sign-off attaching to a named product developer: EU ESPR/Digital Product Passport and the CPSC's children's-apparel and flammability regimes already require an identified responsible person for substantiation claims. If durability, fiber-content, and recycled-content claims in the DPP must be attested by a named individual at the brand, the design/development role acquires a personal signature it does not currently have.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Even with every lever, this stays a mid-range occupation. There is no license, no board, and no exam anywhere in US apparel design, so liability_shield cannot rise far; the 'human-designed' premium is real only at the top of the market and for IP-registration reasons, not for the mid-market brand designer who is the modal worker here. The realistic ceiling is roughly the low 50s, and it is reached by the job shrinking into its fabric-and-fit core rather than by protection."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 18940,
        "wage": 67420
      },
      {
        "y": 2018,
        "emp": 19750,
        "wage": 72720
      },
      {
        "y": 2019,
        "emp": 22030,
        "wage": 73790
      },
      {
        "y": 2020,
        "emp": 21050,
        "wage": 75810
      },
      {
        "y": 2021,
        "emp": 19310,
        "wage": 77450
      },
      {
        "y": 2022,
        "emp": 20560,
        "wage": 76700
      },
      {
        "y": 2023,
        "emp": 19940,
        "wage": 79290
      },
      {
        "y": 2024,
        "emp": 20910,
        "wage": 80690
      },
      {
        "y": 2025,
        "emp": 21450,
        "wage": 80960
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 13.3,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}