{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/food-batchmakers/", "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 Batchmakers", "soc_code": "51-3092", "category": "Production", "us_employment": 174520, "median_annual_wage": 42290 }, "verdict": "EXPOSED", "risk_resistance": 36, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 13, "liability_shield": 3, "trust_premium": 3, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Automated dosing systems, jacketed kettles with PLC temperature holds, and inline batch logging already cover the weigh-mix-cook-record sequence in large plants, but hand-charging minor ingredients from sacks and totes, swapping filters, hooking transfer hoses, and hand-tasting a batch keep this at 11 rather than down near the fully-scripted assembly jobs.", "embodiment": "The shift is spent on a wet, hot production floor lifting 50-lb ingredient bags, climbing to mixer hatches, dragging CIP hoses, and scraping out kettles between runs — uncontrolled enough to sit at 13, though it's still one fixed plant with fixed equipment rather than a changing outdoor site.", "liability_shield": "No state licence attaches to the batchmaker; the plant's HACCP plan, the PCQI, and the QA lab carry the food-safety accountability, and the 3 reflects only the food handler card or in-house GMP/allergen training the employer requires.", "trust_premium": "The batch leaves as an anonymous lot code on a pallet — no buyer, retailer, or consumer ever knows who ran the mixer, and any relationship is with the supervisor and the next shift, not a customer.", "judgment_accountability": "Formulas, cook times, and hold temperatures come off a spec sheet with deviations escalated to QA, so the 6 covers the real but narrow calls — judging viscosity or colour by eye, deciding a batch needs another minute or a rework — inside a documented procedure someone else owns." }, "rationale": "Food batchmakers weigh, mix, cook and blend ingredients to fixed formulas, monitor kettle and mixer gauges, and record batch data — work that language AI can't do directly but that industrial process automation has been eating for decades, with sensors and PLCs now handling dosing, temperature holds, and batch logging. The physical handling of ingredients, hoses, filters, and messy cleanup in wet, hot plant conditions is the real moat, and it's a moat against robots, not chatbots. No personal licensure and no customer relationship; discretion is mostly limited to sensory checks and adjusting a batch that's off-spec.", "outlook": "Headcount keeps drifting down as large plants automate dosing and logging, but the workers who handle sanitation, changeovers, and off-spec judgment on the floor stay — increasingly as line technicians rather than batch operators.", "what_would_raise_it": { "levers": [ { "dimension": "embodiment", "change": "Product-mix shift toward small-batch, allergen-segregated, and artisanal SKUs (cheese, fermentation, craft chocolate, cultured dairy) where changeover cleaning, hose swaps, and open-vessel handling in wet/hot conditions defeat fixed automation economics; FSMA 204 traceability and allergen changeover validation add manual verification steps between runs", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift as PLCs absorb dosing, temperature holds, and batch logging, leaving the residual role as off-spec troubleshooting, sensory/organoleptic judgment, fermentation and dough-development calls that no in-line sensor reliably reads, plus line startup/shutdown and deviation investigation under HACCP", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "FSMA Preventive Controls rule already requires a named, trained individual to monitor and sign Critical Control Point records and initiate corrective action; if plants formally designate batchmakers as CCP monitors and deviation decision-makers (rather than QA-only), and SQF/BRC audits test that person's independent judgment, the role owns consequential recall-relevant calls", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "Signature accountability on batch and CCP records under FDA Part 11 / FSMA recordkeeping — where a named operator's initials are the audit trail in a recall investigation. This is documentary, not licensure; no realistic route to personal licensure or personal liability for this SOC", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium is omitted: buyers are food manufacturers and retailers purchasing on cost, spec, and audit score. There is no consumer-visible batchmaker and no plausible route to one; 'handmade' labeling premiums accrue to the brand, not the occupation, and rarely change staffing. Even with all levers, the occupation stays capital-substitutable — a new depositor or CIP system removes headcount regardless of judgment content." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 151950, "wage": 28500 }, { "y": 2018, "emp": 160160, "wage": 29720 }, { "y": 2019, "emp": 159390, "wage": 30790 }, { "y": 2020, "emp": 153270, "wage": 32710 }, { "y": 2021, "emp": 155240, "wage": 35780 }, { "y": 2022, "emp": 166520, "wage": 36580 }, { "y": 2023, "emp": 169190, "wage": 38460 }, { "y": 2024, "emp": 171660, "wage": 40790 }, { "y": 2025, "emp": 174520, "wage": 42290 } ], "from": 2017, "to": 2025, "change_pct": 14.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }