{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/reservation-and-transportation-ticket-agents-and-travel-clerks/",
  "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": "Reservation and Transportation Ticket Agents and Travel Clerks",
    "soc_code": "43-4181",
    "category": "Office",
    "us_employment": 118710,
    "median_annual_wage": 44390
  },
  "verdict": "COOKED",
  "risk_resistance": 24,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 4,
    "embodiment": 8,
    "liability_shield": 1,
    "trust_premium": 5,
    "judgment_accountability": 6
  },
  "reasoning": {
    "task_resistance": "Fare quoting in a GDS, PNR reissues, seat assignments, refund processing and schedule confirmation are already done end-to-end by web check-in, kiosks and airline chatbots — a 4 rather than a 10 because even the hard parts (Fare rule interpretation, involuntary rebooking under IROPS) are rule-tables an LLM reads better than a new hire, leaving little that genuinely needs a person at a keyboard.",
    "embodiment": "An 8 reflects the half of the workforce that lifts and tags bags at the counter, works the belt and jet bridge, checks passports against the manifest and physically closes the aircraft door — but it's an indoor terminal with fixed equipment, not an uncontrolled site, and the call-center and corporate-travel half of this SOC never leaves a desk.",
    "liability_shield": "No state licence, no certificate you can lose: agents work under the carrier's DOT/TSA authority, and when a document check goes wrong the airline pays the Immigration fine — the 1 is for badge-level security clearance (SIDA, CBP document training), which is a background check, not a credential that protects your job.",
    "trust_premium": "Travelers pick flights on price and schedule and rarely meet the same agent twice, so the counter interaction is interchangeable; the 5 rather than 0 acknowledges corporate travel clerks and cruise/rail bookers who do get repeat business travelers asking for them by name.",
    "judgment_accountability": "Overbooking, denied boarding compensation, misconnect rebooking and fare exceptions are all governed by contract of carriage terms and supervisor override thresholds you're trained to escalate past — a 6 because the real discretion (waiver authority, when to hold a flight) sits with duty managers and ops control, not the agent at the podium."
  },
  "rationale": "The core of this job — quoting fares, booking and reissuing tickets, processing cancellations, answering itinerary questions, confirming schedules — has been migrating to self-service kiosks, airline apps and chatbots for two decades, and generative AI closes the remaining gap on complex fare rules and rebooking logic. What holds employment up is the physical airport floor: checking bags and tagging them, verifying documents and IDs, boarding and door closeout, and handling angry passengers during a weather meltdown. That tier is real but shrinking, and it carries no license, no signature requirement, and no client relationship the buyer pays extra for.",
  "outlook": "Expect continued decline as apps and kiosks absorb booking and check-in; the surviving jobs are airport-floor station agents handling bags, boarding, documents, and disruption recovery.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "embodiment",
        "change": "If TSA/airline security rules continue to require a human agent to physically verify travel documents and visas against the passenger's face at check-in for international departures (IATA Timatic liability for carrier fines sits with the airline, and DHS has not authorized unattended document verification for most foreign passports), the residual floor tier holds; expansion would come from any new rule requiring in-person agent verification of minors traveling alone, mobility assistance handoffs (Air Carrier Access Act enforcement, DOT's 2024 wheelchair-handling rulemaking), or lithium-battery/dangerous-goods declarations at bag drop",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If irregular-operations authority stays with the gate agent — deciding involuntary denied boarding, hotel/meal vouchers, and rebooking priority under DOT's 2024 automatic-refund and family-seating rules, where the carrier owes compensation and someone must make the call in minutes — the remaining job is the exception tier, not the booking tier",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if fare quoting and routine rebooking fully automate, what remains is weather-meltdown triage, misconnect protection across interline agreements, and denied-boarding negotiation, which raises the resistance of the residual job even as headcount falls",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "If a state or federal rule reinstates personal accountability for a named human at the point of ticketing — e.g. restoration of something like ARC/IATA accredited-agent personal bonding for issuance, or a CBP requirement that a designated agent attest to APIS data accuracy — a signature requirement would exist; nothing of this kind is currently in motion",
        "plausibility": "unlikely",
        "would_add": 2
      }
    ],
    "ceiling_note": "No realistic route to a meaningful trust premium: buyers have demonstrated for twenty years they will not pay extra for a human to book a flight, and the airport-floor tier is a cost center the carrier wants to shrink. Even with every lever above, this occupation stays in the low-to-mid range and headcount continues to fall; the levers raise the resistance of the surviving role, not the number of roles."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 148220,
        "wage": 36280
      },
      {
        "y": 2018,
        "emp": 132050,
        "wage": 37220
      },
      {
        "y": 2019,
        "emp": 123660,
        "wage": 38380
      },
      {
        "y": 2020,
        "emp": 110020,
        "wage": 39430
      },
      {
        "y": 2021,
        "emp": 100860,
        "wage": 39900
      },
      {
        "y": 2022,
        "emp": 119130,
        "wage": 39160
      },
      {
        "y": 2023,
        "emp": 119270,
        "wage": 40610
      },
      {
        "y": 2024,
        "emp": 127440,
        "wage": 41460
      },
      {
        "y": 2025,
        "emp": 118710,
        "wage": 44390
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -19.9,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "flight-attendants",
      "title": "Flight Attendants",
      "verdict": "SAFE",
      "risk_resistance": 73,
      "median_wage": 63580,
      "overlap": 69,
      "skills_to_close": [
        "Monitoring",
        "Troubleshooting",
        "Coordination",
        "Management of Financial Resources"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}