{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/meat-poultry-and-fish-cutters-and-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": "Meat, Poultry, and Fish Cutters and Trimmers",
    "soc_code": "51-3022",
    "category": "Production",
    "us_employment": 145700,
    "median_annual_wage": 38300
  },
  "verdict": "EXPOSED",
  "risk_resistance": 38,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 17,
    "liability_shield": 1,
    "trust_premium": 3,
    "judgment_accountability": 4
  },
  "reasoning": {
    "task_resistance": "Boning a chicken thigh or seaming a chuck requires following bone and connective tissue that sit differently in every carcass, and knife-in-hand yield recovery on irregular product is why 13 rather than 6 — but poultry cone lines, primal-cut band saws, and Marel/Baader X-ray deboners already do the high-volume standardized cuts, which is why it is not 17.",
    "embodiment": "The job is 8+ hours standing on a wet, 40°F kill-floor or fabrication line, gripping a live knife against moving product on a chain, hauling primals and lugging combos, with cumulative-trauma and laceration rates among the highest in manufacturing — that is uncontrolled-environment manual work by any measure, held off 20 only because the line itself is a fixed, engineered station rather than a variable field site.",
    "liability_shield": "No license, no certification, no personal exam: USDA FSIS inspectors and the plant's HACCP-designated personnel carry the food-safety accountability, and the establishment holds the grant of inspection, so a trimmer can be replaced by a new hire cleared through orientation in a week.",
    "trust_premium": "Line-cut product goes into a cryovac bag with a plant number on it and no cutter is named; the 3 reflects the retail and custom-exempt slice of the occupation where a regular customer asks for a specific thickness or a deer processed, which is a real but small minority of these 145,700 jobs.",
    "judgment_accountability": "Cuts are dictated by the plant's spec sheet — IMPS/NAMP numbers, fat trim tolerances, piece weights — and the line speed sets the pace, so discretion is limited to calling out contamination, bruising, or bone fragments and pulling product for the trim table, which is a defined disposition, not an ambiguous call."
  },
  "rationale": "The modal worker here is a processing-plant line cutter, not a retail butcher: boning, trimming fat, portioning, and grading carcasses that vary in size and shape, which is exactly the kind of dexterous wet-environment work language AI cannot touch and robots still do badly. The real threat is not chatbots but purpose-built machinery — X-ray-guided poultry deboners, automated primal saws, vision-based trim and yield grading — which has already cut headcount per pound in poultry and pork. There is no license, no signature, and no customer relationship protecting the line job; the surviving tier is skilled whole-animal breakdown, specialty and custom cutting, and the technicians who keep the cutting lines running.",
  "outlook": "Employment keeps grinding down as poultry and pork plants add vision-guided cutting machinery, while skilled whole-carcass and custom-cut work in retail, specialty, and restaurant settings holds or slightly grows.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: as X-ray-guided deboners and automated primals absorb standardized high-volume cuts, the remaining human work concentrates in variable-carcass whole-animal breakdown, offal and specialty cuts, halal/kosher hand-slaughter and dressing, and salvage of misfed birds/hogs — work where carcass variability defeats fixed-path machinery. Watch for plant job postings shifting from 'line trimmer' to 'skilled butcher / rework station'.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Near ceiling already, but a further rise if USDA/FSIS line-speed waivers (the poultry and swine speed waiver program, contested in litigation and by UFCW) are curtailed on ergonomic grounds, keeping cutting at hand-paced stations that current robotics handle worse than fast, rigid conveyance.",
        "plausibility": "plausible",
        "would_add": 1
      },
      {
        "dimension": "liability_shield",
        "change": "A formal certification requirement tied to religious slaughter and dressing — e.g. state kosher/halal labeling-enforcement statutes plus certifying-body rules (OU, IFANCA) requiring a named, trained human to perform and attest to the cut — creates a narrow personal-attestation role machines cannot occupy. Also watch for FSIS requiring a named human to verify and sign off on vision-system trim/defect rejects at CCPs rather than accepting automated pass/fail logs.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Continued growth of whole-animal, local-abattoir and custom-exempt processing, where buyers pay a premium specifically for hand-cut, dry-aged, named-butcher product — supported by USDA Meat and Poultry Processing Expansion Program grants to small plants. This raises the score only for the retail/custom butcher tier, not the plant line job.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If FSIS's New Poultry/Swine Inspection Systems continue shifting carcass sorting and defect-trim decisions from federal inspectors onto plant employees, the designated plant sorter owns consequential food-safety calls under ambiguity and is subject to enforcement action — a real, already-litigated transfer of accountability to line workers.",
        "plausibility": "already happening",
        "would_add": 3
      }
    ],
    "ceiling_note": "Nothing here rescues the modal high-volume line trimmer: the levers that move most (trust premium, religious-slaughter attestation) apply to small retail/custom and specialty segments that are a minority of the 145,700. Realistic ceiling is roughly the high 40s, and that reflects a smaller, more skilled surviving workforce rather than protection of current headcount."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 153280,
        "wage": 25250
      },
      {
        "y": 2018,
        "emp": 156440,
        "wage": 26950
      },
      {
        "y": 2019,
        "emp": 153990,
        "wage": 28100
      },
      {
        "y": 2020,
        "emp": 147760,
        "wage": 30190
      },
      {
        "y": 2021,
        "emp": 132100,
        "wage": 29730
      },
      {
        "y": 2022,
        "emp": 133460,
        "wage": 35070
      },
      {
        "y": 2023,
        "emp": 138300,
        "wage": 36300
      },
      {
        "y": 2024,
        "emp": 141090,
        "wage": 37700
      },
      {
        "y": 2025,
        "emp": 145700,
        "wage": 38300
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -4.9,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "farmworkers-farm-ranch-and-aquacultural-animals",
      "title": "Farmworkers, Farm, Ranch, and Aquacultural Animals",
      "verdict": "EXPOSED",
      "risk_resistance": 54,
      "median_wage": 36670,
      "overlap": 65,
      "skills_to_close": [
        "Equipment Maintenance",
        "Repairing",
        "Equipment Selection",
        "Science"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}