{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/food-science-technicians/",
  "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": "Food Science Technicians",
    "soc_code": "19-4013",
    "category": "Science",
    "us_employment": 14600,
    "median_annual_wage": 52130
  },
  "verdict": "EXPOSED",
  "risk_resistance": 40,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 13,
    "liability_shield": 5,
    "trust_premium": 4,
    "judgment_accountability": 7
  },
  "reasoning": {
    "task_resistance": "At 11 the split is real: inline NIR moisture, automated pH probes and plate-reader colony counters have already displaced routine assays, and your CoA transcription, SPC charting and spec-vs-label checks are LIMS-and-LLM work — but sensory panel prep, sanitation swabbing on a wet floor, and hand-titrating a fat content on a product that clogs the analyzer keep it out of single digits.",
    "embodiment": "13 reflects that sampling happens where the product is — climbing to a mixer hatch, pulling retorts from a 250°F autoclave, standing in a 34°F cooler cutting cores from a cheese block, dodging a running line during a shift changeover — an uncontrolled plant floor, not a clean bench, though you return to a fixed lab bay for most of the assay work.",
    "liability_shield": "5 is for HACCP or ServSafe-style certification and USDA/FDA-recognized method training that employers ask for, not a state license: nothing stops the plant from putting a trained operator on the pH meter, and FSMA's Preventive Controls Qualified Individual designation — the one with legal weight — sits with the QA manager, not you.",
    "trust_premium": "4 because the customer of your work is a spec sheet and a batch record; the audit trail, not your name, is what a BRC auditor or a co-man customer reads, and a new tech can take over your bench Monday with no one downstream noticing.",
    "judgment_accountability": "7 covers the calls you actually make — flagging an out-of-spec Brix, deciding a plate is too overgrown to count, judging whether an off-odor merits escalation — while the hold/release decision, the recall, and the deviation disposition are signed by someone with the PCQI title above you."
  },
  "rationale": "Roughly half the job is physical: pulling samples off the production line, prepping plates and titrations, running pH/moisture/micro assays, calibrating instruments, swabbing equipment. The other half — logging results, charting SPC trends, writing batch reports, checking specs against labels — is exactly what lab software plus LLMs now handle, and automated inline analyzers already eliminate some manual testing. No license protects the role, and the accountable sign-off belongs to the food scientist or QA manager above you.",
  "outlook": "Employment holds roughly flat or drifts down as inline sensors and automated LIMS reporting absorb routine testing and paperwork, while techs who anchor themselves in food safety verification, method validation, and plant-floor investigations keep steady work.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "FSMA-era enforcement already requires a 'preventive controls qualified individual' (PCQI) signature on HACCP/food safety plan verification records; if FDA or a major GFSI scheme (SQF, BRCGS) tightened audit rules so that environmental monitoring and CCP verification records must be signed by a named, trained individual who physically witnessed the sampling — and explicitly barred AI-generated or unattended-instrument results from substituting — the technician position becomes the signature-bearer rather than a data feeder",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Post-outbreak criminal exposure (the DOJ pattern from Peanut Corporation of America and Blue Bell) extending down to lab staff who certified test results, plus insurer requirements that product liability coverage names trained analysts of record for pathogen testing (ISO 17025 accreditation already requires named authorized signatories for test reports)",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if inline NIR/moisture analyzers and LIMS auto-charting absorb the routine assay and SPC-logging tier, the residual job is investigation work — root-cause on an out-of-spec lot, deciding whether a presumptive Listeria hit is a true positive or a swab artifact, method validation for a new product matrix. That tier is not currently doable by software and is not automatable by adding more analyzers",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Growth of allergen and pathogen environmental monitoring programs under FSMA 204 traceability rules increases the share of work that is unscripted swabbing of drains, overheads, and equipment interiors across changing plant layouts — sampling locations chosen by judgment, in wet/cold/confined spaces robots do not enter",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "If plants continue thinning QA management layers, the hold/release call on a marginal lot lands on the shift technician in real time rather than escalating; a union or company policy formally granting technicians stop-line authority (as some USDA-inspected plants already do for sanitation holds) would make that ownership explicit",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Even with every lever, this caps in the low-to-mid 60s. Trust premium has no realistic route — no consumer or buyer will ever pay extra because a human ran the pH meter, and B2B customers care about the accreditation on the report, not who held the pipette. The role's fundamental problem is that sign-off authority sits one rung above it by design, and regulators write PCQI and authorized-signatory rules around degreed scientists, not technicians."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 11530,
        "wage": 46590
      },
      {
        "y": 2022,
        "emp": 14350,
        "wage": 47860
      },
      {
        "y": 2023,
        "emp": 15190,
        "wage": 49090
      },
      {
        "y": 2024,
        "emp": 14200,
        "wage": 49430
      },
      {
        "y": 2025,
        "emp": 14600,
        "wage": 52130
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 26.6,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}