{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/bartenders/", "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": "Bartenders", "soc_code": "35-3011", "category": "Food", "us_employment": 756390, "median_annual_wage": 34340 }, "verdict": "SAFE", "risk_resistance": 68, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 16, "embodiment": 18, "liability_shield": 8, "trust_premium": 15, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "A bartender's shift is building four different drinks at once from muddled mint, chilled glassware and hand-cut citrus while tracking six open tabs and the guy at the end who's had enough — the only pieces software touches are the par-level sheet and the pour-cost spreadsheet, which is why this sits at 16 and not 19.", "embodiment": "You are standing on rubber mats for eight hours, hauling kegs and ice bins, wiping spills, changing CO2 lines, and reaching across a wet crowded well that no two nights configure the same way — the environment is unpredictable enough that robot arms only work behind a rail with a fixed 12-drink menu.", "liability_shield": "You hold a TIPS or state alcohol-server card and dram-shop statutes can put liability on you for over-serving, but the licence that actually matters is the establishment's liquor licence held by the owner — your certification is a day-long course anyone can pass, so it blocks nothing structurally.", "trust_premium": "Regulars pick a bar because of who is behind it — you know their drink, you comp the third round, you remember the divorce — and that recognition is why they tip 20% instead of using the self-pour wall, though a large share of volume is still one-time tourists and wedding guests who'd take a drink from anyone.", "judgment_accountability": "Cutting someone off, spotting a fake ID, deciding when a table's argument becomes a door situation, and calling a cab are calls you make in seconds with real legal and safety consequences, but they run against house policy and posted ID rules rather than open-ended professional judgment." }, "rationale": "Mixing drinks, pulling drafts, restocking coolers, cutting fruit, reading a crowded room and defusing a drunk customer are physical, social, real-time tasks that language models cannot touch and current robotics handles only in novelty kiosks with fixed menus. What AI does erode is the paperwork edge: inventory counts, pour-cost analysis, cocktail menu drafting, and scheduling. The bigger threats to this job are self-pour taps, tablet ordering, and tip-economics — not an AI that can hold a bar.", "outlook": "Still hundreds of thousands of these jobs in 2035, but concentrated in craft, hotel, and high-volume social venues while casual-dining and self-pour formats quietly shed bar headcount.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State ABC boards moving from voluntary to mandatory certified server training with personal liability — e.g. states adopting mandatory RBS/TIPS-style certification (California's RBS program since 2022, Washington MAST) plus dram-shop statutes that name the individual pourer, not just the licensee. Extension of mandatory certification to the remaining ~20 states without it, and any rule that self-pour taps and tablet ordering require a certified human to authorize each additional pour, would make a licensed human the legally required checkpoint on intoxication calls.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "judgment_accountability", "change": "Dram-shop and social-host liability litigation increasingly turning on the specific cut-off decision, plus insurer requirements (liquor liability carriers demanding documented refusal-of-service logs signed by the bartender on shift) that formalize the 'who decided to stop serving' call as an auditable, attributable judgment rather than informal discretion.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Continued growth of the craft cocktail and omakase-bar segment where the bartender is the product and menus are bespoke — plus any consumer backlash making 'staffed bar, no QR ordering' an advertised feature. This is a segment effect: it raises the premium for maybe the top tier of venues, not for the high-volume chain and stadium bars where most of the 756k work.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "task_resistance", "change": "Task-mix shift as self-pour walls and tablet ordering absorb the routine beer-and-well-drink tier, leaving crowd-reading, intoxication assessment, conflict de-escalation and bespoke build as the residual job. Note this shrinks headcount while raising per-role resistance — a smaller job that is harder to automate.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "The realistic ceiling is roughly high-70s. The binding constraint is not AI capability but labor economics: self-pour, tablet ordering and tip-credit changes reduce the number of bartender slots without any model needing to mix a drink. A higher liability shield protects the role's content while headcount still falls." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 613350, "wage": 21690 }, { "y": 2018, "emp": 631480, "wage": 22550 }, { "y": 2019, "emp": 646850, "wage": 23680 }, { "y": 2020, "emp": 486720, "wage": 24960 }, { "y": 2021, "emp": 485330, "wage": 26350 }, { "y": 2022, "emp": 613070, "wage": 29380 }, { "y": 2023, "emp": 711140, "wage": 31510 }, { "y": 2024, "emp": 745610, "wage": 33530 }, { "y": 2025, "emp": 756390, "wage": 34340 } ], "from": 2017, "to": 2025, "change_pct": 23.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }