← Risk register SOC 35-1011 · reviewed 2026-08-11

Chefs and Head Cooks

200,040 US workers · median $62,470/yr · Food

SAFE

The core of this job — tasting and adjusting dishes, running a hot line through a Saturday rush, butchering and plating, correcting a cook's technique mid-service — happens with hands in an unpredictable physical space that robotics cannot yet handle outside narrow fast-food assembly. What AI does erode is the paperwork tier: menu drafting, recipe scaling, food-cost spreadsheets, par-level ordering, scheduling, and inventory reconciliation. No license shields the role (ServSafe-style food safety certification is required in most jurisdictions but is a low bar), so the moat is physical and reputational rather than regulatory.

10-year outlook: Kitchen automation will keep advancing in high-volume chain and commissary settings, thinning production-cook headcount, but chefs and head cooks who run service and own food quality remain in demand through the 2030s.

Score — 68/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 16 + 19 + 5 + 13 + 15 = 68.

Task resistance 16/20

Tasks largely resist digitisation. Seasoning by taste, judging a sear by sound and smell, breaking down a whole fish, and expediting twelve tickets at staggered fire times are not tasks that decompose into machine-readable steps, which puts this at 16 rather than 20 only because the back-office layer — menu costing, prep lists, scheduling, vendor ordering — is genuinely being taken over.

Embodiment 19/20

Hands-on in uncontrolled environments. You spend the shift standing on rubber mats between a 500°F flat-top and a fryer, moving through a crowded line with knives and hot pans, in a space whose layout, ticket volume, and equipment failures change hourly — this is about as uncontrolled as an indoor workplace gets, hence 19.

Liability shield 5/20

Certification preferred, not legally required. ServSafe or an equivalent food handler card is legally mandated in most states and the person-in-charge requirement under the FDA Food Code names a certified manager, but the exam is a few hours of study, there is no board that can strip your career, and the restaurant's insurance and the owner absorb a foodborne illness claim — that combination is a 5, not a 0 and not an 11.

Trust premium 13/20

The human relationship is the product. Regulars book because of whose food it is, and a chef leaving takes covers with them; it sits at 13 rather than 18 because most diners never meet you, and the room, price point, and location carry a large share of the draw.

Judgment & accountability 15/20

Exists to be accountable for ambiguous calls. You decide whether a case of fish that smells marginal goes out or gets dumped, whether to 86 a dish mid-service, how to reconfigure the line when a cook walks out at 7pm, and how to hit food cost without visibly cutting quality — real ambiguity with money and diner safety attached, short of 18 because a bad call rarely kills anyone and is usually recoverable the next service.

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

Tasks already automatable

What survives

Active moats: embodiment, physical-presence, judgment

How to future-proof this job

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.