← Risk register SOC 35-3023 · reviewed 2026-08-11

Fast Food and Counter Workers

3,854,050 US workers · median $31,200/yr · Food

EXPOSED

The order-taking half of this job — reading menus aloud, upselling, taking payment, keying modifications — is already being handled by self-service kiosks, mobile apps, and drive-thru voice AI at national chains. What survives is the physical half: assembling orders fast in a hot, cramped, unpredictable line, restocking, cleaning, and handling the customer who is angry, confused, or spilled something. That physical work is what keeps this from being fully cooked, but the labor is unlicensed, low-discretion, and priced to be replaceable, so headcount per store keeps sliding.

10-year outlook: The job doesn't disappear in ten years, but the cashier role largely does; expect fewer workers per store, more of them on the line or as shift leads, with pay pressure staying tight.

Score — 34/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 10 + 15 + 1 + 5 + 3 = 34.

Task resistance 10/20

Mixed — a routine tier and a judgment tier. At 10 the job splits almost evenly: kiosks, app ordering, and drive-thru voice systems have already absorbed order entry, payment, and upselling, while grabbing fries from the basket, dressing a burger to a modification screen, bagging drive-thru orders, and wiping down the soda station still need hands on the line — that's why it isn't 4, and the fact that none of the surviving tasks require judgment or training beyond a shift is why it isn't 14.

Embodiment 15/20

Hands-on in uncontrolled environments. 15 reflects a shift spent standing on greasy quarry tile between a fryer at 350°F and a make table, reaching into ice bins, hauling syrup boxes and 50-lb potato cases from the walk-in, and mopping lobbies — an uncontrolled space where customers, spills, and rush-hour chaos change the floor minute to minute, though it stays inside one building rather than out in weather or traffic.

Liability shield 1/20

No licence, no signature requirement. A 1, not a 0, because most states require only a food handler card obtained from a 90-minute online course; the ServSafe-certified manager and the franchise owner carry the health code citations, and nobody sues a counter worker by name.

Trust premium 5/20

Anonymous artifact production. 5 grants that regulars at a breakfast counter or a small-town drive-thru do come back for the person who remembers their order, but the brand, the price point, and the drive-thru timer are what bring traffic — customers accept whoever is at the window and the chain rotates schedules on the assumption they will.

Judgment & accountability 3/20

Executes defined procedures on defined inputs. 3 matches a job run on posted build charts, timed holding windows, and a POS that dictates the sequence; the discretion that exists — remaking a wrong order, comping a drink, calling the manager over — is capped by dollar limits and escalation rules written above your pay grade.

Scored twice. An independent second run returned 37/100 — EXPOSED, agreeing with the verdict above.

This score sits on a verdict boundary. At 34/100 it is one point from COOKED. Re-scoring moves results by a point or two, so here the score is more informative than the label.

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

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Training paths for your skill gaps: Structured problem solving partner link · Systems analysis & design partner link

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.

Waiters and Waitresses EXPOSED · 49/100 · you already have ~85% of the skill profile

Skills to close: Service Orientation, Speaking, Complex Problem Solving

Butchers and Meat Cutters EXPOSED · 51/100 · you already have ~81% of the skill profile

Skills to close: Complex Problem Solving, Operations Analysis, Quality Control Analysis, Systems Evaluation

Cooks, Restaurant EXPOSED · 57/100 · you already have ~80% of the skill profile

Skills to close: Systems Analysis, Active Learning, Time Management, Quality Control Analysis

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.