{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/food-servers-nonrestaurant/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Food Servers, Nonrestaurant", "soc_code": "35-3041", "category": "Food", "us_employment": 293900, "median_annual_wage": 35360 }, "verdict": "EXPOSED", "risk_resistance": 47, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 14, "embodiment": 16, "liability_shield": 3, "trust_premium": 9, "judgment_accountability": 5 }, "reasoning": { "task_resistance": "Loading a diet-restricted tray, catching that a NPO patient's slip is still active, knocking on a room door and setting the tray within reach of someone in traction — these are sequences no software can execute, and the 14 rather than 18 reflects that tray-line assembly and cart routing are exactly the repetitive, mapped-out steps hospital cook-chill systems and delivery robots are already taking over.", "embodiment": "You are on your feet the whole shift pushing 300-pound loaded carts onto elevators, working around visitor traffic and crash carts in corridors, reaching over bed rails, hauling hotel room-service trays down guest hallways, and lifting steam-table pans — uncontrolled, variable spaces, which is why this sits at 16 rather than the low teens of a fixed cafeteria counter.", "liability_shield": "A food handler card costs a morning and a fee in most states, and it protects nobody's job: the dietitian signs the diet order and the food-service director owns the health-code inspection, so the 3 is for that card and nothing more.", "trust_premium": "In senior living and long-stay hospital units the same residents see you three times a day and know how they like their coffee, and that continuity is real — but the meal is ordered by clinical staff and the employer, not by the resident choosing you, which caps this at 9 instead of the mid-teens a private-duty or personal-chef relationship would earn.", "judgment_accountability": "Your calls are bounded by the diet card, the tray ticket, and hold-time rules — flagging a wrong tray or an untouched meal to the nurse matters, but you escalate rather than decide, and no ambiguous high-stakes judgment lands on you." }, "rationale": "This is hands-on work — assembling patient meal trays to dietary orders, pushing carts through hospital wings and senior-living dining rooms, delivering hotel room service, refilling steam tables — and language AI does essentially none of it. The real pressure is robotics and layout redesign: tray-delivery robots, cart automation, and centralized cook-chill kitchens already cut delivery headcount in large hospitals, and self-serve micro-markets replace attended service lines. No licensure protects the role and the judgment content is thin, so protection rests almost entirely on the physical, in-person nature of the work.", "outlook": "Headcount thins in large hospitals and corporate cafeterias as delivery robots and self-serve markets spread, while assisted-living and hotel room service keep hiring humans for direct resident and guest contact.", "what_would_raise_it": { "levers": [ { "dimension": "embodiment", "change": "Hospital and senior-living facility layouts that resist robot delivery — older multi-wing buildings with non-standard elevators, patient rooms requiring bedside tray setup and repositioning, and infection-control rules (e.g., contact-precaution/isolation rooms) that forbid shared robotic carts entering. If CMS or state health-department surveys formalize isolation-room handling requirements that only gowned staff can perform, the physical tier gets harder to strip out.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "task_resistance", "change": "Task-mix shift as robots take corridor transport: the remaining job becomes bedside interaction — verifying the patient's identity band against the tray ticket, checking that the delivered tray matches the current diet order (NPO status changes after a tray is plated), and observing/recording intake. Hospital 'meal tray checkpoint' protocols already assign these to a human at the point of delivery; CMS long-term-care rules (F-tag 692) on weight loss and intake monitoring make the observation step auditable.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formal designation of the tray-delivery worker as the last-line diet-order verifier and choking/dysphagia-risk observer. If facility policy or a Joint Commission-driven change makes the deliverer responsible for refusing a tray that conflicts with an allergy or thickened-liquid order, and for escalating a resident who cannot self-feed, the role owns a consequential call rather than executing one.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "State food-handler and allergen-awareness certification is the only real hook; some states (e.g., Illinois allergen training mandates) require a certified person on site. This does not create personal liability for a server and there is no realistic route to a signature-and-liability regime for tray delivery.", "plausibility": "unlikely", "would_add": 1 }, { "dimension": "trust_premium", "change": "Senior-living and memory-care marketing that sells human dining companionship as a clinical anti-loneliness intervention, priced into the rate — CMS and state agencies increasingly treat social isolation as a quality measure. Buyers here are families and facility operators, not the resident, so the willingness to pay is real but narrow; it does not extend to hotel room service or hospital cafeteria lines.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Realistic ceiling is around 60. The three institutional dimensions are structurally capped: no licensure exists or is being proposed, and the trust premium is confined to the senior-living segment. Everything above the low 50s depends on the healthcare/eldercare share of the occupation, where diet verification and intake observation can be formalized into real accountability. Hotel room service, micro-market attendants, and cafeteria steam-table work have no such route and stay exposed to layout redesign, which removes the job without needing any robot to do it well." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 264630, "wage": 22320 }, { "y": 2018, "emp": 266190, "wage": 23290 }, { "y": 2019, "emp": 277580, "wage": 24430 }, { "y": 2020, "emp": 254650, "wage": 25910 }, { "y": 2021, "emp": 243030, "wage": 28730 }, { "y": 2022, "emp": 248870, "wage": 30300 }, { "y": 2023, "emp": 267840, "wage": 33110 }, { "y": 2024, "emp": 271780, "wage": 34460 }, { "y": 2025, "emp": 293900, "wage": 35360 } ], "from": 2017, "to": 2025, "change_pct": 11.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "cooks-restaurant", "title": "Cooks, Restaurant", "verdict": "EXPOSED", "risk_resistance": 57, "median_wage": 37390, "overlap": 74, "skills_to_close": [ "Active Learning", "Equipment Selection" ] }, { "slug": "cooks-private-household", "title": "Cooks, Private Household", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 47940, "overlap": 66, "skills_to_close": [ "Management of Material Resources", "Active Learning", "Complex Problem Solving", "Writing" ] }, { "slug": "bartenders", "title": "Bartenders", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 34340, "overlap": 60, "skills_to_close": [ "Active Learning", "Persuasion", "Complex Problem Solving", "Instructing" ] } ], "license": "https://cookedindex.com/terms" }