{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/desktop-publishers/",
  "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": "Desktop Publishers",
    "soc_code": "43-9031",
    "category": "Office",
    "us_employment": 3350,
    "median_annual_wage": 55290
  },
  "verdict": "COOKED",
  "risk_resistance": 14,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 4,
    "embodiment": 2,
    "liability_shield": 0,
    "trust_premium": 4,
    "judgment_accountability": 4
  },
  "reasoning": {
    "task_resistance": "Flowing tagged copy into a master page, applying paragraph and character styles, autoflowing threaded text frames, running preflight for missing fonts and RGB images, and exporting PDF/X-1a are all steps that InDesign's own Data Merge, GREP styles, and scripting already do unattended — a 4 rather than a 10 because even the residual judgment work, picking a kerning fix or reflowing a widow, is now suggested by generative layout tools rather than requiring you.",
    "embodiment": "The only time you leave the workstation is walking a proof to a printer or holding a press sheet against a color bar, and even that has largely moved to soft-proofing on a calibrated monitor — the 2 is for the hard-copy proof check that still occasionally exists, not for anything resembling machine work.",
    "liability_shield": "No state licenses desktop publishing, no board certifies it, and nobody's name appears in the colophon as legally responsible for the file — if the wrong price runs in a 50,000-piece mailer, the client or the printer eats the reprint, which is why this sits at the floor rather than at a 5.",
    "trust_premium": "Long-term work with one editorial client builds familiarity with their house style sheet and their tolerance for tight leading, and that's worth the 4 — but the deliverable is a packaged folder of INDD, fonts and links that any other operator can open and continue, so the client is buying the file, not you.",
    "judgment_accountability": "You decide whether a caption breaks to a second line or an image gets cropped tighter to fit the column, and those calls are real but bounded by an established style guide, brand standards and the printer's specs — a 4 rather than an 8 because the art director or editor signs off on the layout before it goes to plate."
  },
  "rationale": "Desktop publishing is screen work: flowing supplied copy into InDesign templates, setting type, resizing and color-correcting images, checking pagination and preflighting PDFs for the printer. Generative layout tools, template systems like Canva and automated prepress checks already do the bulk of this at usable quality, and employment has been shrinking for two decades — 3,350 US jobs remain. There is no license, no signature requirement, and the client buys a finished file rather than a relationship with the person who built it.",
  "outlook": "By 2035 this title largely dissolves into graphic design, marketing production, and accessibility specialist roles, with the remaining seats concentrated in complex long-document and regulated-print work.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift toward the residual judgment tier: complex regulated documents where layout carries legal meaning — FDA structured product labeling and carton artwork, pharmaceutical patient inserts, SEC EDGAR/financial printing typesetting, ballot design under state election-code layout rules, and WCAG/PDF-UA accessible-PDF remediation (tag trees, reading order, alt text) mandated by DOJ's 2024 ADA Title II web/document rule for state and local government content. Automated tagging still fails audits on complex tables and forms, so the remaining work is the part that fails.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "No licensure route exists for this SOC and none is proposed. The closest checkable analogue is contract-level rather than legal: federal Section 508 procurement clauses requiring a named accessibility conformance attestation (ACR/VPAT) on delivered documents, which puts a specific person's sign-off on a file. That is a signature, not personal liability, and does not create a protected practice.",
        "plausibility": "unlikely",
        "would_add": 1
      },
      {
        "dimension": "trust_premium",
        "change": "Buyers pay for craft typesetting only in narrow niches — literary and university presses, art-book and museum catalog work, letterpress/fine-press editions — where the imprint markets the human compositor. This is a few hundred jobs' worth of demand at most and is a niche, not a floor for the occupation.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "If prepress roles absorb the accountable last-look on regulated artwork — the person who signs the press-ready proof for a drug carton under FDA barcode/labeling rules, or approves a ballot proof against state certification — the role owns a consequential call whose failure triggers recall or litigation. Watch for pharma packaging vendors and state election printers naming a proof approver in contracts.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Even with every lever, this tops out around the high 20s. The occupation has no license, no embodiment, a shrinking base of 3,350, and the surviving work (accessibility remediation, regulated artwork proofing) is likely to be reclassified into other SOCs rather than to rescue this one. Two decades of decline preceded generative tools and will continue independent of them."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 12000,
        "wage": 42350
      },
      {
        "y": 2018,
        "emp": 10740,
        "wage": 42910
      },
      {
        "y": 2019,
        "emp": 8740,
        "wage": 45390
      },
      {
        "y": 2020,
        "emp": 7090,
        "wage": 47560
      },
      {
        "y": 2021,
        "emp": 7600,
        "wage": 46910
      },
      {
        "y": 2022,
        "emp": 6560,
        "wage": 47910
      },
      {
        "y": 2023,
        "emp": 5220,
        "wage": 51290
      },
      {
        "y": 2024,
        "emp": 4000,
        "wage": 53620
      },
      {
        "y": 2025,
        "emp": 3350,
        "wage": 55290
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -72.1,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "database-architects",
      "title": "Database Architects",
      "verdict": "EXPOSED",
      "risk_resistance": 38,
      "median_wage": 139500,
      "overlap": 61,
      "skills_to_close": [
        "Mathematics",
        "Programming",
        "Technology Design",
        "Science"
      ]
    },
    {
      "slug": "fashion-designers",
      "title": "Fashion Designers",
      "verdict": "EXPOSED",
      "risk_resistance": 38,
      "median_wage": 80960,
      "overlap": 53,
      "skills_to_close": [
        "Negotiation",
        "Persuasion",
        "Coordination",
        "Active Learning"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}