{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/proofreaders-and-copy-markers/",
  "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": "Proofreaders and Copy Markers",
    "soc_code": "43-9081",
    "category": "Office",
    "us_employment": 4580,
    "median_annual_wage": 51120
  },
  "verdict": "COOKED",
  "risk_resistance": 18,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 3,
    "embodiment": 1,
    "liability_shield": 0,
    "trust_premium": 5,
    "judgment_accountability": 9
  },
  "reasoning": {
    "task_resistance": "Reading galleys against manuscript for transposed letters, bad hyphenation, widow/orphan lines and misapplied proof marks is character-level pattern matching that spellcheck, PerfectIt and an LLM prompted with a style sheet now do in one pass, which is why the score sits at 3 rather than 7 — even the residual queries-to-author step is being drafted by the same tools.",
    "embodiment": "The only physical act left is handling a hard-copy galley or a blueline with a red pencil, and most shops moved to PDF markup in Acrobat or tracked changes years ago, so 1 rather than 0 reflects that a few print and packaging proofers still check press sheets under a light booth.",
    "liability_shield": "There is no state licence, no board, and no statute naming a proofreader — an uncaught error in a prospectus or a drug label lands on the editor, the production manager or the filing attorney, and your name appears nowhere on the sign-off that matters.",
    "trust_premium": "Freelance proofers do accumulate repeat clients who trust them with a specific house style and a known author's tics, which is why this is 5 and not 0, but the deliverable is a clean file — the publisher can swap in another proofreader mid-list and no reader will ever know your name.",
    "judgment_accountability": "Deciding when a serial comma changes meaning, when to query the author versus silently fix, and when a factual slip is grave enough to stop the print run is real discretion, but it is exercised inside a style manual with an editor above you who can overrule any mark you make."
  },
  "rationale": "The core work — catching spelling, grammar, punctuation, and typographical errors, checking type against copy, marking corrections with standard proof marks — is the exact task class LLMs and integrated editorial tools already do at usable quality and near-zero marginal cost. What remains is thin: house-style enforcement across long manuscripts, legal/factual sensitivity reads, and being the named human who signs off before a print run or regulated filing goes out. Employment is already tiny (4,580) and shrinking as the function gets absorbed into editors' and production staff's workflows.",
  "outlook": "By the mid-2030s standalone proofreading roles will be largely gone, with the surviving work folded into a smaller number of editorial QC and release-approval jobs in high-liability publishing.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift toward the residual judgment tier: with mechanical error-catching automated, the surviving proofreader work is AI-output verification — catching hallucinated citations, silently altered quotations, and 'corrections' that change legal meaning in pharma labeling, prospectuses, and ballot text. This tier is genuinely two-layered and the remaining headcount would be concentrated in it. Watch for job postings retitled 'AI output verifier' or 'editorial QA' in regulated publishing.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "FDA labeling and packaging review (21 CFR 201) or SEC EDGAR filing practice adding an explicit named-human final-proof attestation for AI-assisted copy — analogous to the certified-proofreader step already used in some pharma artwork-approval workflows and in court reporting transcript certification. A named signatory on print-run release for drug labels or ballots is the only realistic route from 0.",
        "plausibility": "unlikely",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formalization of the sign-off as an auditable control: publishers' errors-and-omissions insurers requiring documented human final-read before press for defamation-exposed or regulated content, making the proofreader the accountable owner of a go/no-go call rather than an advisory pass.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Buyer-visible 'human-proofed' certification in literary and academic publishing, akin to the Authors Guild 'Human Authored' mark launched 2025 — but this would attach to authorship, not proofreading, and readers do not inspect proofing provenance. Only credible in tiny fine-press and legal-publishing niches.",
        "plausibility": "unlikely",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with every lever, this stays low. The occupation's problem is not just capability but headcount: 4,580 workers and the function is being absorbed into editors' and production staff's jobs, so a sign-off requirement would likely be discharged by an editor or compliance officer rather than reviving a distinct proofreader role. Liability shields tend to land on the person who already has the license, and proofreaders have none."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 11420,
        "wage": 37550
      },
      {
        "y": 2018,
        "emp": 9820,
        "wage": 39140
      },
      {
        "y": 2019,
        "emp": 7730,
        "wage": 40630
      },
      {
        "y": 2020,
        "emp": 6610,
        "wage": 41140
      },
      {
        "y": 2021,
        "emp": 5340,
        "wage": 43940
      },
      {
        "y": 2022,
        "emp": 5120,
        "wage": 45410
      },
      {
        "y": 2023,
        "emp": 5490,
        "wage": 48790
      },
      {
        "y": 2024,
        "emp": 5160,
        "wage": 49210
      },
      {
        "y": 2025,
        "emp": 4580,
        "wage": 51120
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -59.9,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}