{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/passenger-attendants/", "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": "Passenger Attendants", "soc_code": "53-6061", "category": "Transportation", "us_employment": 27110, "median_annual_wage": 37720 }, "verdict": "EXPOSED", "risk_resistance": 47, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 13, "embodiment": 15, "liability_shield": 4, "trust_premium": 9, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Securing a wheelchair with four-point tiedowns on a moving van, guiding a blind rider to a seat, and physically calming a dispute are not digitisable, but the tasks that fill the rest of the shift — fare validation, stop announcements, ticket scanning, headcount, incident logging — have already been replaced by tap gates, GPS-triggered PA and onboard cameras on most systems, which pulls it down from the high teens to 13.", "embodiment": "You are on your feet in a vehicle in motion, kneeling on wet floors, working lift ramps in rain and ice, and bracing passengers on curbside grades — uncontrolled enough for a 15, short of 18+ only because the environment is a bounded vehicle interior rather than open terrain or an unpredictable worksite.", "liability_shield": "No state licence attaches to the role; a CPR/first-aid card, wheelchair-securement training and a transit agency background check are the whole gate, and when something goes wrong the FTA-regulated agency and the CDL-holding driver absorb the claim, not you — the 4 rather than 0 reflects that securement certification is contractually mandatory on ADA paratransit runs.", "trust_premium": "Regular paratransit and school-route riders come to know their attendant by name and elderly passengers ask for the same person, which is real, but the agency assigns runs and no rider chooses you or follows you to another route — that makes it 9, not the 13+ of a role where the relationship itself is what is purchased.", "judgment_accountability": "Most calls are scripted by agency policy: fare disputes go by posted rules, medical events trigger a radio call to dispatch and 911, evacuation follows a drilled sequence — the discretion you do exercise is real (deciding a rider is too impaired to board, when to stop the vehicle) but it is narrow and immediately escalated, which is why it sits at 6 rather than 10." }, "rationale": "Passenger attendants — on ferries, trams, transit shuttles, tour buses and paratransit — spend most of their shift physically present with riders: securing wheelchairs, helping elderly passengers board, checking fares, announcing stops, handling spills and disputes. Language AI barely touches that work, and robotics is nowhere near lifting a rider into a lift-equipped van. The real threat is not AI reasoning but automated fare gates, kiosks, onboard cameras and automated announcement systems that shrink headcount per vehicle, plus driverless transit designs that trim attendant roles to one per train rather than one per car.", "outlook": "Expect flat-to-declining headcount as fare gates, automated announcements and remote monitoring absorb the routine duties, while the ADA-assistance and onboard-safety roles hold steady and increasingly define the job.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State DOT / FTA rules requiring a trained, certified attendant physically onboard whenever a driverless or highly automated transit vehicle carries passengers — the pattern in California DMV AV deployment permits and in NFPA/FTA State Safety Oversight plans for automated people movers, and explicitly in existing rail one-person-train-operation waivers. Also ADA-driven mandates: a rule that securement of a wheelchair in a paratransit or transit vehicle must be performed and attested by a certified attendant (PASS-certified, CTAA) rather than by the rider or an unsupervised system, with the agency's liability turning on that attestation.", "plausibility": "already happening", "would_add": 6 }, { "dimension": "liability_shield", "change": "Union contracts and state law codifying minimum staffing per driverless train/ferry rather than per system — e.g. legislation of the type ATU and TWU have pushed (New York's two-person crew law for freight, similar transit bills in CA, IL) extended to automated transit, making an attendant a legally required presence for emergency evacuation certification.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If headcount shrinks to one attendant per automated train or ferry, the remaining role absorbs evacuation command, medical-emergency triage, and de-escalation authority for the whole vehicle — an emergency-response role with documented decisions, rather than a fare-check role. Watch for FTA emergency-preparedness rules naming the onboard attendant as incident commander until responders arrive.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "task_resistance", "change": "Task-mix shift: fare collection, stop announcements and passenger counting are the automatable tier and are already largely gone on tap-to-pay and automated-announcement systems. What remains — lifting and securing riders, spills, aggressive passengers, cognitively impaired riders who miss stops — is the tier neither language AI nor robotics touches, so the residual job scores higher on this dimension even as headcount falls.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow route only: premium tour operators, cruise tenders and heritage rail already market a human attendant as part of the experience, and disability-rights advocacy (e.g. NCIL, DREDF comments on AV rulemaking) pushes agencies to guarantee a human helper on paratransit rather than an app. Broad transit riders do not pay extra for attendants, so this cannot rise far.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "The threat here is headcount, not capability, and no lever reverses that. Even with strong staffing mandates the occupation shrinks: one attendant per driverless train instead of one per car is a 60-80% cut while every surviving role scores higher. A rising register score for this occupation is compatible with most of the 27,110 jobs disappearing. Trust premium is structurally capped — transit is a public budget line, and riders do not choose operators." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 28200, "wage": 26570 }, { "y": 2020, "emp": 22990, "wage": 28770 }, { "y": 2021, "emp": 21240, "wage": 30470 }, { "y": 2022, "emp": 13200, "wage": 34630 }, { "y": 2023, "emp": 20190, "wage": 35620 }, { "y": 2024, "emp": 25340, "wage": 37560 }, { "y": 2025, "emp": 27110, "wage": 37720 } ], "from": 2019, "to": 2025, "change_pct": -3.9, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "bus-drivers-school", "title": "Bus Drivers, School", "verdict": "SAFE", "risk_resistance": 71, "median_wage": 47920, "overlap": 73, "skills_to_close": [ "Learning Strategies", "Operations Monitoring", "Critical Thinking", "Equipment Maintenance" ] }, { "slug": "bus-drivers-transit-and-intercity", "title": "Bus Drivers, Transit and Intercity", "verdict": "EXPOSED", "risk_resistance": 58, "median_wage": 59050, "overlap": 63, "skills_to_close": [ "Operation and Control", "Operations Monitoring", "Equipment Maintenance", "Repairing" ] } ], "license": "https://cookedindex.com/terms" }