{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/paper-goods-machine-setters-operators-and-tenders/",
  "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": "Paper Goods Machine Setters, Operators, and Tenders",
    "soc_code": "51-9196",
    "category": "Production",
    "us_employment": 96130,
    "median_annual_wage": 50270
  },
  "verdict": "EXPOSED",
  "risk_resistance": 38,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 15,
    "liability_shield": 2,
    "trust_premium": 2,
    "judgment_accountability": 6
  },
  "reasoning": {
    "task_resistance": "Setting up a rotary die-cutter, threading a new web through the folder-gluer, dialing in glue pots and nip pressure, and diagnosing why the flutes are crushing all sit at 13 because they demand tactile feedback and machine-specific feel that no software replicates, but the run-monitoring half of the shift — watching counts, logging waste, reacting to a scanner reject light — is exactly what servo-controlled converting lines and inline vision already do without you.",
    "embodiment": "15 reflects standing all shift on a corrugator floor at 85+ dB, reaching into a running nip to clear a jam after lockout, hoisting 800-lb paper rolls onto shafts, and pulling steel-rule dies overhead — uncontrolled, hot, dusty, and injury-prone, though it is one fixed plant rather than a new unpredictable site every day.",
    "liability_shield": "2 because nothing but a forklift card and OSHA lockout/tagout training stands between you and the job; there is no state license, no board, no personal signature on any product, and a defective carton run is the plant's quality problem, not yours.",
    "trust_premium": "At 2, the customer who buys the boxes never learns which operator ran the order — the corrugated sheet is interchangeable commodity output, and your relationship is with a supervisor and a work order, not a client who would follow you to another plant.",
    "judgment_accountability": "6 acknowledges you decide when to stop the line for a caliper drift or a bad glue bond and how to trim scrap, but those calls run against printed setup sheets, customer specs, and SPC limits, and anything past routine gets escalated to the shift supervisor or quality tech."
  },
  "rationale": "Threading webs, changing dies and rolls, clearing jams, and adjusting tension on corrugators and bag or carton machines are hands-on tasks that language AI cannot touch — the real threat is purpose-built converting automation, inline vision inspection, and consolidation of plants, which has been eroding this headcount for two decades. The paperwork side (production logs, defect counts, run scheduling, quality reports) is already being absorbed by MES software and machine telemetry. No license protects the role and no customer knows your name, so the entire moat is physical presence on a noisy floor.",
  "outlook": "Employment keeps drifting down through plant consolidation and newer automated converting lines, while the surviving jobs shift toward setup, changeover, and machine-repair skill at better pay.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "embodiment",
        "change": "Web threading, die changes on corrugator/folder-gluer, and jam clearing in confined nip points remain outside robot reach; if plants continue running mixed-age equipment (many US corrugated plants run presses 20-40 years old) rather than greenfield fully-automated lines, the hands-on tier stays. Concretely: a lever rises only if machine capital spend stays low — watch AICC/Fibre Box Association capex reporting and whether BW Papersystems/Bobst 'lights-out' converting lines get adopted beyond flagship plants.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: MES/telemetry absorbs logs and defect counts, leaving diagnostic work — reading a warp or crush defect back to humidity, starch, flute geometry, or roll-stand tension. If plants respond to automation by consolidating operators into multi-machine troubleshooter roles (as already happening where one operator tends 3-4 bag lines), the remaining job is the judgment tier.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Food-contact and pharmaceutical packaging lines under FDA 21 CFR 117 / BRCGS Packaging Materials issue 7 require a named person to authorize product release and document deviations. If more converting runs shift to food-contact and medical grades, and audit schemes name the line operator (not just QA) as the signer on hold/release decisions, ownership of consequential calls rises.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Narrow route only: OSHA machine-guarding and lockout/tagout (29 CFR 1910.147) authorized-employee designation, plus state boiler/pressure-vessel or powered industrial truck certification, can make a named certified individual required to clear a jam or re-energize a line. Any expansion — e.g. an OSHA emphasis program on paper converting nip-point amputations creating a mandatory certified-operator sign-off before restart — would give a thin procedural shield, not a professional license.",
        "plausibility": "unlikely",
        "would_add": 2
      }
    ],
    "ceiling_note": "No realistic route to trust_premium: buyers purchase boxes by spec and price and will never know or pay for a named operator. Even with every lever, this occupation stays in the 45-50 band — the moat is physical and erodes with each capex cycle, not with model releases."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 94620,
        "wage": 37890
      },
      {
        "y": 2018,
        "emp": 97960,
        "wage": 38730
      },
      {
        "y": 2019,
        "emp": 100290,
        "wage": 39210
      },
      {
        "y": 2020,
        "emp": 99890,
        "wage": 39820
      },
      {
        "y": 2021,
        "emp": 87480,
        "wage": 44820
      },
      {
        "y": 2022,
        "emp": 92050,
        "wage": 45710
      },
      {
        "y": 2023,
        "emp": 96460,
        "wage": 47250
      },
      {
        "y": 2024,
        "emp": 96950,
        "wage": 49390
      },
      {
        "y": 2025,
        "emp": 96130,
        "wage": 50270
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 1.6,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "refractory-materials-repairers-except-brickmasons",
      "title": "Refractory Materials Repairers, Except Brickmasons",
      "verdict": "EXPOSED",
      "risk_resistance": 65,
      "median_wage": 61290,
      "overlap": 84,
      "skills_to_close": [
        "Repairing"
      ]
    },
    {
      "slug": "automotive-body-and-related-repairers",
      "title": "Automotive Body and Related Repairers",
      "verdict": "EXPOSED",
      "risk_resistance": 65,
      "median_wage": 54890,
      "overlap": 82,
      "skills_to_close": [
        "Repairing",
        "Programming",
        "Installation",
        "Equipment Selection"
      ]
    },
    {
      "slug": "operating-engineers-and-other-construction-equipment-operators",
      "title": "Operating Engineers and Other Construction Equipment Operators",
      "verdict": "EXPOSED",
      "risk_resistance": 64,
      "median_wage": 59850,
      "overlap": 79,
      "skills_to_close": [
        "Operation and Control",
        "Repairing",
        "Science"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}