← Risk register SOC 19-1012 · reviewed 2026-08-11

Food Scientists and Technologists

13,060 US workers · median $88,720/yr · Science

EXPOSED

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.

10-year 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.

Score — 48/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 13 + 5 + 7 + 12 = 48.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. 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 13/20

Hands-on in uncontrolled environments. 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 5/20

Certification preferred, not legally required. 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 7/20

Some relationship component. 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 12/20

Meaningful discretion. 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.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, judgment

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Chefs and Head Cooks SAFE · 68/100 · you already have ~51% of the skill profile

Skills to close: Management of Personnel Resources, Management of Material Resources, Management of Financial Resources, Coordination

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.