{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/gambling-service-workers-all-other/", "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": "Gambling Service Workers, All Other", "soc_code": "39-3019", "category": "Personal Care", "us_employment": 14140, "median_annual_wage": 36310 }, "verdict": "EXPOSED", "risk_resistance": 46, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 13, "liability_shield": 8, "trust_premium": 8, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Writing keno tickets, taking sports wagers, and paying out jackpots are already done by kiosks and mobile apps, but hand-pay verification on a jammed slot, escorting a self-excluded patron off the floor, and calling a bingo session in a room of 300 people still need a body on the carpet — hence 11 rather than a low score, and not higher because the transaction half of the job has a working machine substitute today.", "embodiment": "You are on your feet for a full shift walking a floor with fixed-position machines, opening bill validators and hoppers, carrying cash cassettes and hand-pay envelopes, and physically intervening with intoxicated or arguing patrons — uncontrolled in the sense that the people are unpredictable, though the venue itself is climate-controlled and mapped, which keeps it at 13 instead of the 17-plus of outdoor or industrial work.", "liability_shield": "Most states require a gaming board work permit or non-key employee licence with fingerprinting and background check, and it can be revoked for a payout error or an underage wager — but that badge is a right-to-work clearance, not a professional credential with independent legal exposure like a dealer-supervisor or key licensee, so it sits at 8.", "trust_premium": "Regulars know the bingo caller and the sportsbook writer by name and will wait in a longer line for the one who does not fumble their parlay, but the wager itself pays the same regardless of who wrote it, which keeps this at 8 rather than in the range where a client follows you to another property.", "judgment_accountability": "Payout thresholds, W-2G triggers, ID-check ages, and dispute-escalation rules are all written into the property's internal controls filed with the gaming commission, and anything genuinely ambiguous — a contested hand, a suspected advantage player, a machine malfunction claim — goes to a supervisor or surveillance rather than you, putting real but bounded discretion at 6." }, "rationale": "This catch-all bucket covers casino floor attendants, keno and bingo staff, sports book writers, and slot/kiosk support — people who take wagers, verify and pay out tickets, watch patrons, and keep games running on a physical floor. Language AI barely touches the job, but the tasks are being eaten from a different direction: self-service betting kiosks, mobile sportsbooks, electronic table games, and ticket-in/ticket-out slots already absorb the wager-taking and payout work that once needed a human. What survives is the embodied floor presence — verifying age and identity, resolving disputed hands and payouts, spotting intoxicated or self-excluded patrons, and being the licensed human the gaming board holds responsible.", "outlook": "Headcount keeps shrinking as kiosks and mobile betting take the transaction work, but casinos will still need licensed bodies on the floor for ID checks, disputes, and jackpot pays — the survivors move into surveillance, slot tech, and VIP hosting.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State gaming regulations that require a licensed, badged employee to physically witness and sign the hand-pay/jackpot slip and the W-2G above a threshold — and lower that threshold or extend it to kiosk-issued TITO redemptions. The opposite is currently in motion (the IRS/Treasury pressure to raise the $1,200 W-2G threshold to $5,000 reduces mandated human touches), so this rises only if a board like Nevada's GCB or NJ DGE writes the countersignature requirement independent of the tax threshold.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "Responsible-gaming statutes that name an individual licensed employee — not just the operator — as the person who must log and act on a self-exclusion match or visible-intoxication observation, with personal license sanction for failure. Elements of this exist in Pennsylvania and Massachusetts operator rules and in Ontario's iGaming standards; extending personal licensee duty to floor staff rather than only compliance officers is the specific change to watch.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Board-mandated documented intervention protocols where the floor attendant's own written call — cut off, eject, file a self-exclusion breach report, void a disputed wager — becomes the auditable record of record in dispute adjudication, as sports-betting dispute resolution rules in NJ and Colorado already require operators to produce.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Genuine two-tier job: as kiosks and mobile books absorb wager entry and ticket redemption, the residual role concentrates on disputed-payout adjudication, ID/age challenge, self-exclusion recognition and intoxication judgment. Task-mix shift alone raises the share of the day AI cannot do, without any new rule — visible already where casinos cut writer headcount but keep supervisory floor staff.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Continued buyer preference for human-hosted play — live-dealer streaming studios and staffed bingo/keno rooms marketed against pure RNG product. This is a real revenue line (Evolution's live-dealer growth), but note it mostly benefits dealers (39-3011), not this catch-all bucket; the credible slice here is staffed high-limit and VIP host-adjacent floor service.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "embodiment", "change": "Rules requiring physical human presence for specific acts — in-person ID inspection for account creation or large cash-out under AML/Title 31 currency transaction reporting, and in-person-only self-exclusion enrollment. Where state law keeps registration on-property rather than remote-KYC, the embodied step cannot be automated away.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this bucket is capped: the underlying volume driver is wagering migrating to mobile and kiosk channels, which shrinks headcount regardless of how much liability attaches to the remaining humans. Score can rise while employment falls." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 10470, "wage": 28300 }, { "y": 2020, "emp": 8570, "wage": 29360 }, { "y": 2021, "emp": 10820, "wage": 28990 }, { "y": 2022, "emp": 12260, "wage": 30350 }, { "y": 2023, "emp": 13300, "wage": 32710 }, { "y": 2024, "emp": 14920, "wage": 34530 }, { "y": 2025, "emp": 14140, "wage": 36310 } ], "from": 2019, "to": 2025, "change_pct": 35.1, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [], "license": "https://cookedindex.com/terms" }