{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/crushing-grinding-and-polishing-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": "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",
    "soc_code": "51-9021",
    "category": "Production",
    "us_employment": 26000,
    "median_annual_wage": 48540
  },
  "verdict": "EXPOSED",
  "risk_resistance": 39,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 15,
    "liability_shield": 2,
    "trust_premium": 3,
    "judgment_accountability": 6
  },
  "reasoning": {
    "task_resistance": "At 13 the split is real: PLC loops and belt scales already handle feed rate, amperage trending, and screen deck monitoring on modern crushing circuits, but nobody has automated unbolting a worn jaw plate, chipping out a bridged rock in a cone crusher, or re-dressing a grinding wheel on an older mill, which keeps this above the low end rather than at 8.",
    "embodiment": "15 reflects a shift spent in dust, noise, and vibration walking crusher decks and mill floors — lockout/tagout before entering a chute, sledging jams free, hauling liner segments and screen cloth, hosing down fines — in environments where the material itself is unpredictable and the plant layout is not a controlled cell.",
    "liability_shield": "2 is nearly the floor because no state licenses a crusher operator; MSHA Part 46/48 or OSHA hazard training is required of the employer, not credentialed to you personally, so a plant can put a new hire on the same panel after a week of training.",
    "trust_premium": "3 acknowledges that the reader may be the person the foreman calls when the tertiary cone starts surging, but the customer buying #57 stone or ground calcium carbonate sees only a gradation certificate and never learns which operator ran the shift.",
    "judgment_accountability": "6 sits at the top of the procedural band because the calls you make — tightening the closed-side setting when the gradation drifts coarse, slowing the feeder before the mill chokes, pulling a sample for sieve analysis — are real decisions but measured against a written spec and a QC lab that overrides you."
  },
  "rationale": "The work is physical — loading hoppers, adjusting feed rates and screen settings on crushers and mills, clearing jams, changing grinding wheels and liners, sampling product for particle size — and language AI does none of that. The real threat is conventional plant automation: sensor-driven feed control, automated screening, and vision-based quality checks already run mills with fewer tenders, and AI makes those control loops better. Monitoring gauges, logging output, and adjusting to spec are the parts most easily absorbed; no license protects the role and buyers of aggregate or ground pigment do not pay for a human relationship.",
  "outlook": "Headcount keeps shrinking as plants consolidate control rooms and instrument their circuits, but every mill still needs bodies to clear chokes and swap wear parts — the survivors are the ones who fix the machine, not the ones who watch it.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "MSHA's 2024 final rule on respirable crystalline silica (30 CFR 60) requires mine operators to designate a person to conduct exposure sampling and implement corrective actions; if state or federal rules go further and require a named, certified 'competent person' physically present to authorize crusher/mill restart after a jam, guard removal, or liner change — the way MSHA already requires certified persons for pre-shift examinations in underground mines — the tender role acquires a nameable, personally citable designation rather than an anonymous one",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "In pharmaceutical, food, and pigment milling under FDA 21 CFR 211 cGMP, batch records for particle-size and blend-uniformity steps require a trained, identified operator signature; if FDA data-integrity guidance is extended to bar automated systems from self-certifying particle-size release without a human recorded as performing the verification, the grinding operator becomes a required signer on the batch record",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "No rule change needed: the residual work concentrates in the parts automation has not touched — entering crusher chambers to change jaw plates and mill liners, breaking bridged material out of hoppers, rigging and torquing grinding wheels. If lockout/tagout and confined-space entry practice continues to require a physical human inside de-energized equipment (and no liner-change robot reaches aggregate-plant price points), the surviving job is more physical than today's, not less",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: gauge-watching, feed-rate trim, and output logging are the automatable tier; setup for a new feedstock or spec, diagnosing why a mill is packing or a screen blinding, and wear-driven judgment about when a liner is done are the judgment tier. If plants continue merging tender duties into a maintenance/millwright-hybrid role — a pattern already visible in aggregate and cement consolidation — the remaining day is disproportionately the diagnostic tier",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If a plant assigns a single named operator authority to reject a batch or stop the line on out-of-spec gradation — as ASTM C33 aggregate certification programs and DOT-approved source certification schemes push toward with a designated certified aggregate technician (e.g. state DOT aggregate technician certification in Indiana, Ohio, Pennsylvania) — the call becomes owned rather than advisory",
        "plausibility": "plausible",
        "would_add": 4
      }
    ],
    "ceiling_note": "No plausible route to trust_premium: buyers of crushed stone, cement clinker, or ground pigment purchase on spec sheet and price, and there is no customer-facing relationship to charge for. Even with every lever above landing, this stays a small, capital-substitutable occupation — plant automation, not language models, sets the headcount, and the levers change the character of the surviving jobs more than the number of them."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 31390,
        "wage": 35380
      },
      {
        "y": 2018,
        "emp": 31890,
        "wage": 36400
      },
      {
        "y": 2019,
        "emp": 33360,
        "wage": 37560
      },
      {
        "y": 2020,
        "emp": 32460,
        "wage": 39370
      },
      {
        "y": 2021,
        "emp": 31800,
        "wage": 38760
      },
      {
        "y": 2022,
        "emp": 27320,
        "wage": 43290
      },
      {
        "y": 2023,
        "emp": 26210,
        "wage": 44510
      },
      {
        "y": 2024,
        "emp": 28550,
        "wage": 46890
      },
      {
        "y": 2025,
        "emp": 26000,
        "wage": 48540
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -17.2,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "electric-motor-power-tool-and-related-repairers",
      "title": "Electric Motor, Power Tool, and Related Repairers",
      "verdict": "EXPOSED",
      "risk_resistance": 60,
      "median_wage": 56210,
      "overlap": 65,
      "skills_to_close": [
        "Installation",
        "Equipment Selection",
        "Repairing",
        "Equipment Maintenance"
      ]
    },
    {
      "slug": "welders-cutters-solderers-and-brazers",
      "title": "Welders, Cutters, Solderers, and Brazers",
      "verdict": "EXPOSED",
      "risk_resistance": 62,
      "median_wage": 53750,
      "overlap": 58,
      "skills_to_close": [
        "Operations Analysis"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}