{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/food-scientists-and-technologists/", "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 Scientists and Technologists", "soc_code": "19-1012", "category": "Science", "us_employment": 13060, "median_annual_wage": 88720 }, "verdict": "EXPOSED", "risk_resistance": 48, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 13, "liability_shield": 5, "trust_premium": 7, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "Label and nutrition-panel calculation, spec-sheet drafting, ingredient literature scans, and DOE/response-surface analysis of trial data are already being done by software, while pilot-plant scale-up, sensory panel calibration, and diagnosing why the retort seal failed on line 3 are not — roughly half the week resists, which is why this sits at 11 and not 15.", "embodiment": "A 13 reflects that the bench and pilot plant are semi-controlled but the production floor is not: you are in a plant at wet-clean-down temperatures, tasting samples, pulling can seams, checking fill weights on a moving line, and traveling to co-manufacturers whose equipment you have never seen — not a lab bench you fully control, but not an uncontrolled field site either.", "liability_shield": "PCQI under FSMA 21 CFR 117 and HACCP team lead designations are conferred by a training course and your employer's food safety plan, not a state board, so nobody can be barred from practice and the recall liability lands on the company and its officers — that's a 5, not the 0 of an unregulated role, because a named qualified individual must still sign the preventive controls plan.", "trust_premium": "Your outputs — formulas, specs, shelf-life reports — travel under the company's name to buyers who never meet you, but the standing relationships with ingredient suppliers, co-packers, and the QA counterpart at a retail customer's audit do carry weight, which places this at 7 rather than the 3 of anonymous lab output.", "judgment_accountability": "Calling whether a 0.5-log deviation in a thermal process warrants a hold, whether an off-note in month 9 of shelf-life kills a launch, or whether a reformulated allergen statement is defensible are real discretionary calls with recall consequences — but they run through documented validation, regulatory thresholds, and a cross-functional sign-off, so 12 rather than 16." }, "rationale": "The modal food scientist splits time between bench/pilot-plant work (formulation trials, sensory panels, shelf-life studies, plant troubleshooting) and screen work (spec sheets, nutrition panel and label compliance, ingredient literature scans, statistical analysis of trial data) — and the screen half is squarely in AI's range today. Formulation optimization is increasingly model-driven, but someone still has to mix the batch, taste it, run the line at 2 a.m. when the emulsion breaks, and sign the HACCP plan. There is no license protecting the role: PCQI and HACCP certifications are employer-mandated, not state-granted, so the shield is thin.", "outlook": "Headcount holds roughly flat but the job shifts: fewer hours on labels, specs, and lit reviews, more on plant-floor scale-up, safety accountability, and validating machine-proposed formulations.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "FDA's FSMA Preventive Controls rule already requires a 'preventive controls qualified individual' (PCQI) to prepare/validate the food safety plan; if FDA tightened this to require a named, individually-attested PCQI signature on each hazard reanalysis and process validation (as the Produce Safety and forthcoming traceability rules trend toward), plus insurer requirements from product-recall underwriters naming a specific qualified individual, the shield moves from employer-mandated cert toward personal attestation. Similar route: state-level food processing licensure or a formal 'Certified Food Scientist' (IFT) credential being written into customer or retailer audit standards (SQF/BRCGS already require named technical managers).", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Novel-food and cell-cultured/precision-fermentation approvals: FDA pre-market consultations and USDA labeling for cultivated meat require a technically qualified sponsor representative to certify safety dossiers; if this pathway formalizes with named-expert attestation, food scientists in that segment acquire a signature role.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Recall and hold/release decisions under ambiguous micro or foreign-material data are already the sharpest ambiguity call; if FDA's Food Traceability Rule (Section 204, compliance date deferred to 2028) plus retailer supply-chain audits push firms to document a named technical decision-maker on every hold/release and root-cause disposition, ownership of consequential calls becomes explicit rather than diffuse.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Genuine two-tier job: if label/nutrition-panel compliance, literature scans, spec-sheet generation and routine DOE analysis are automated, the residual role concentrates on pilot-plant scale-up failure diagnosis, sensory panel design and interpretation, and supplier deviation calls — work that requires physical iteration and cannot be specified in advance. Watch for job postings dropping 'regulatory labeling' and adding 'scale-up/plant support'.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "If allergen-changeover validation, environmental swabbing and pilot-line scale-up trials remain the tasks that must be done in an unpredictable plant environment while modeling work is offloaded, the day's physical share rises mechanically. No new lab robotics platform currently handles emulsion breakdown troubleshooting on a running line.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium has no realistic route: the buyer is a food manufacturer buying a product spec, not a consumer choosing a human scientist, and no B2B purchaser pays extra for human-formulated. Even with a strengthened PCQI attestation, the shield is a compliance signature attached to a job function, not a portable license restricting practice — one qualified individual can cover many products and much AI output, so the shield caps well below pharmacist or PE territory. Realistic ceiling roughly high-50s." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 15020, "wage": 63660 }, { "y": 2018, "emp": 13330, "wage": 65300 }, { "y": 2019, "emp": 13460, "wage": 68970 }, { "y": 2020, "emp": 13080, "wage": 73450 }, { "y": 2021, "emp": 13510, "wage": 78340 }, { "y": 2022, "emp": 14720, "wage": 79860 }, { "y": 2023, "emp": 14100, "wage": 82090 }, { "y": 2024, "emp": 14370, "wage": 85310 }, { "y": 2025, "emp": 13060, "wage": 88720 } ], "from": 2017, "to": 2025, "change_pct": -13, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "farmers-ranchers-and-other-agricultural-managers", "title": "Farmers, Ranchers, and Other Agricultural Managers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 89900, "overlap": 60, "skills_to_close": [ "Equipment Maintenance", "Repairing", "Management of Financial Resources", "Management of Personnel Resources" ] } ], "license": "https://cookedindex.com/terms" }