← Risk register SOC 35-9011 · reviewed 2026-08-11

Dining Room and Cafeteria Attendants and Bartender Helpers

542,750 US workers · median $33,980/yr · Food

EXPOSED

Almost nothing in this job is text or screen work: clearing and wiping tables, hauling bus tubs, restocking glassware and garnish trays, refilling water, mopping spills, and setting up cafeteria lines are physical tasks in crowded, unpredictable rooms that current robotics handles poorly. The real threat isn't language AI — it's business-model change: self-bussing fast-casual layouts, tray-return systems, kiosk ordering, and tray-delivery robots that let one attendant cover more floor. There is no license, no signature, and little discretion, so the only moat is embodiment, and that moat protects the task more than the headcount.

10-year outlook: The tasks won't be automated away in ten years, but restaurant layouts and tray-return tech will keep squeezing how many attendants each dining room needs, so pay stays low and headcount drifts downward.

Score — 41/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 15 + 17 + 1 + 5 + 3 = 41.

Task resistance 15/20

Tasks largely resist digitisation. Stacking a bus tub of mixed china and stemware, spot-wiping a booth between seatings, and cutting fruit garnish during a rush are all tasks that require judging where things are and how much force to use in a room full of moving people — that's a 15 rather than an 18 because the ordering, tab-splitting, and tray-return steps around you have already been offloaded to kiosks and drop stations.

Embodiment 17/20

Hands-on in uncontrolled environments. You are on your feet a full shift on wet tile, reaching over occupied tables, carrying loaded trays through service doors, and handling broken glass and hot dish-machine racks — a 17 not 20 only because it's indoors on a known floor plan rather than outdoors or on unmapped sites.

Liability shield 1/20

No licence, no signature requirement. No credential stands between you and replacement: at most a food handler card that costs an afternoon and a small fee, no scope of practice, and no state statute that says the bussing must be done by a licensed person, so the 1 reflects the ServSafe-style card existing at all.

Trust premium 5/20

Anonymous artifact production. A few regulars will notice who keeps their water full and cafeteria students learn one attendant's name, but the check is written to the restaurant and management can put a different person on your section tomorrow with no customer complaint — that's what holds it at 5 instead of a server's or bartender's higher relationship value.

Judgment & accountability 3/20

Executes defined procedures on defined inputs. Bus in this order, sanitizer at this concentration, wet-floor sign here, discard anything left uncovered — the calls you make are which table to hit first and when to flag a spill, which is real but bounded, and no decision of yours ends up in an incident report signed in your name.

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

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.

Cooks, Restaurant EXPOSED · 57/100 · you already have ~82% of the skill profile

Skills to close: Equipment Selection, Time Management, Active Learning, Operation and Control

Shampooers EXPOSED · 58/100 · you already have ~78% of the skill profile

Animal Caretakers EXPOSED · 59/100 · you already have ~75% of the skill profile

Skills to close: Writing, Complex Problem Solving, Equipment Selection, Reading Comprehension

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.