Restaurant Cook

Observed AI exposure is 1.16% and the Tufts median job-loss estimate is 0.00% — the work is hands, heat, and timing, none of it reachable by text systems. The robotics that exists (burger cells, fry stations, pizza lines) deploys in the fixed-menu fast-food lane, a different federal occupation; full-menu cooking with specials, substitutions, and cross-station timing has not been engineered around. The two-point reserve reflects prep work — chopping, portioning, sauce production — which central commissaries and machines can absorb at volume.

Kitchen display systems, inventory and ordering software, and recipe-costing tools smooth the operation around the cook, and combi ovens and sous-vide equipment extend what one station can hold. The gains accrue to the house — faster tickets, lower waste — rather than the cook's rate. The worker-side upside is indirect: cooks who learn the costing and ordering tools shorten their path to sous chef.

Federal physical data shows among the most demanding service-work profiles: standing about 7.0 hours a shift — effectively the whole shift — with mean maximum lifting around 33 pounds and almost zero seated time. Add heat, burns, cuts, and rush pace, and the physical reality is both the job's moat against machines and its tax on the people doing it.

Cooking is unlicensed — federal data shows fewer than 1% of restaurant cooks holding a required license, certification, or registration. Food-safety cards are required of kitchens in most states, but they are hours-long courses governing handling, not credentials restricting who may cook. Health codes regulate the premises, not the occupation.

The deployment record draws a clean line: robotic cells run fixed-menu stations — burgers, fries, pizza, bowls — where inputs never vary, and full-menu kitchens remain human because every service reorders the variables. Resistance sits high but short of the maximum because the boundary is an engineering frontier, not a wall: each menu a chain simplifies moves stations across the line toward the machine side.

No formal education is required and O*NET places restaurant cooking in Job Zone 2; culinary school exists but is optional in nearly every kitchen. The depth that matters — stations mastered, services run — is real and takes years, but it lives in the worker's hands rather than in a portable credential, so the formal depth score stays low.

Federal projections count about 1.46 million jobs growing 14.9% — about 217,000 added jobs — with roughly 250,700 annual openings. Both the growth rate and the openings rate sit near the top of the corpus: eating out keeps expanding, and restaurant kitchens hire continuously everywhere.

A large share of the openings is turnover: low starting pay, hard conditions, and burnout cycle workers out fast, and the growth itself is concentrated in an industry of thin margins and high failure rates. The demand is real and structural — people keep eating out — but the job quality behind the openings is what keeps this score low.

Restaurant demand bends with discretionary spending — downturns close marginal restaurants quickly — but the floor under the occupation is high: food service does not offshore, does not digitize, and recovered fast after every recent shock. Chronic cook shortages add a second cushion; even in slow years, skilled line cooks find work faster than most service workers.