{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/merchandise-displayers-and-window-trimmers/",
  "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": "Merchandise Displayers and Window Trimmers",
    "soc_code": "27-1026",
    "category": "Media",
    "us_employment": 165220,
    "median_annual_wage": 39390
  },
  "verdict": "EXPOSED",
  "risk_resistance": 42,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 12,
    "embodiment": 15,
    "liability_shield": 1,
    "trust_premium": 6,
    "judgment_accountability": 8
  },
  "reasoning": {
    "task_resistance": "Concept generation, lookbook drafting, and planogram compliance checks are already being handed to generative tools and shelf-analytics software, but the residual — bolting brackets into a 1930s storefront, steaming wrinkles out of a garment on a mannequin, improvising when the prop shipment arrives short — has no digital substitute, which lands this at 12 rather than the 16 a pure fabrication trade would earn.",
    "embodiment": "The work is ladders, staple guns, box cutters, mannequin torsos, and cramped window bays in stores that vary building to building, with night and pre-open shifts and no fixed workstation; it sits at 15 rather than higher only because the environment is retail interior rather than outdoors, live traffic, or structurally hazardous.",
    "liability_shield": "There is no licence, no certification body, and no signature on anything — a display that fails inspection or a sign that falls is the retailer's problem, not the trimmer's, so the score is effectively floor-level at 1.",
    "trust_premium": "Most installers work to a corporate directive and are interchangeable between stores, but the 6 reflects the real repeat relationships that visual merchandisers build with store managers and the small freelance trade where boutique owners rehire the same person for seasonal windows because they know how that person handles the space.",
    "judgment_accountability": "Discretion exists in the gaps of the directive — deciding which SKUs actually fit the fixture, resequencing an install when stock is missing, judging sightlines from the sidewalk — but the planogram and brand standards set the frame and nobody is betting revenue on a single call, which puts it at 8 rather than into the teens."
  },
  "rationale": "The creative front end of this job — mood boards, planogram layouts, seasonal display concepts, color and theme direction — is exactly what image generators and retail analytics tools now produce cheaply, and corporate directives already flatten much of that decision-making anyway. What survives is the hands: dressing mannequins, hanging signage on a ladder, cutting and fitting props to an odd-shaped window, fixing a collapsed fixture at 6am before doors open. The modal worker is a store-level or field installer executing a corporate lookbook, not a flagship window designer, so displacement pressure lands on concept work while the physical install persists.",
  "outlook": "Concept and layout work consolidates into corporate teams using AI-generated visuals, while demand holds for the smaller pool of people who physically build and install displays across multiple locations.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "embodiment",
        "change": "Install work stays irreducibly manual as long as retail interiors remain non-standard: odd window geometry, live sales floors during business hours, ladder and rigging work above 6ft, and custom prop fabrication. A visible reinforcement would be OSHA/insurer enforcement of fall-protection and ladder rules that keeps a trained human on the lift rather than a robot arm, plus retail landlords' mall rules requiring overnight install windows with a supervising human on site.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: this occupation genuinely has two tiers. If corporate concepting and planogram generation are absorbed by image tools and retail analytics, the remaining role is the on-site adaptation tier — reconciling a lookbook against actual fixture inventory, ceiling heights, sightlines and shrink/ADA egress constraints, and improvising when shipped props don't fit. Watch for job postings retitled toward 'visual field specialist' or 'install lead' with concept duties removed.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If ADA egress/aisle-width compliance and fire-marshal signage clearance for displays are assigned in writing to the visual merchandiser rather than to store operations — as some large chains do after ADA aisle-width settlements and local fire code citations — the installer owns a consequential call under ambiguity at each site.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only, and it does not reach the modal worker: flagship and luxury windows (department store holiday windows, brand ateliers) where the hand-made, human-authored display is the point, and craft-guild or named-designer credit is part of the marketing. This supports a small tier of high-end designers and prop fabricators, not the field installer executing a corporate lookbook.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "No realistic route to a liability shield — there is no licensure, no board, no signature requirement for display work, and none is being proposed anywhere. Trust premium is capped low because the buyer is a corporate retailer buying compliance with a lookbook, not a human's authorship; the flagship exception covers a few thousand workers at most. The durable floor here is physical install work, which is a wage-suppressed floor rather than a protected one."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 120870,
        "wage": 27680
      },
      {
        "y": 2018,
        "emp": 128960,
        "wage": 28450
      },
      {
        "y": 2019,
        "emp": 140850,
        "wage": 29460
      },
      {
        "y": 2020,
        "emp": 134660,
        "wage": 30810
      },
      {
        "y": 2021,
        "emp": 159790,
        "wage": 32060
      },
      {
        "y": 2022,
        "emp": 173110,
        "wage": 35380
      },
      {
        "y": 2023,
        "emp": 175790,
        "wage": 36230
      },
      {
        "y": 2024,
        "emp": 192480,
        "wage": 37350
      },
      {
        "y": 2025,
        "emp": 165220,
        "wage": 39390
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 36.7,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "craft-artists",
      "title": "Craft Artists",
      "verdict": "EXPOSED",
      "risk_resistance": 55,
      "median_wage": 46080,
      "overlap": 66,
      "skills_to_close": [
        "Equipment Maintenance",
        "Repairing",
        "Equipment Selection",
        "Management of Financial Resources"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}