{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/travel-agents/",
  "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": "Travel Agents",
    "soc_code": "41-3041",
    "category": "Sales",
    "us_employment": 55110,
    "median_annual_wage": 50160
  },
  "verdict": "COOKED",
  "risk_resistance": 27,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 4,
    "embodiment": 3,
    "liability_shield": 2,
    "trust_premium": 12,
    "judgment_accountability": 6
  },
  "reasoning": {
    "task_resistance": "Fare and availability search, GDS booking, itinerary assembly, and change/refund processing are all keystroke work on Sabre/Amadeus/Apollo screens that consumer booking sites automated two decades ago and that LLM agents now chain together with payment APIs — a 4 reflects that even the harder end (multi-city award routing, cruise cabin holds, group blocks) is inventory lookup against published rules, not something that resists digitisation.",
    "embodiment": "You work from a desk, a phone, and a booking terminal; the 3 rather than 0 covers site inspections, FAM trips, cruise-ship walkthroughs, and escorting tour groups through airports, which some agents do a few times a year and most never do at all.",
    "liability_shield": "No licence, no exam, no personal signature: California, Florida, Washington, Hawaii and Iowa 'seller of travel' registration is a bond and a fee paid by the agency, and when a supplier defaults the exposure lands on the operator, the ARC bond, or the client's credit-card chargeback — the 2 rather than 0 is only for that registration existing at all.",
    "trust_premium": "Repeat clients who call you by name for the destination wedding, the multi-generation Italy trip, or the corporate account with duty-of-care reporting are genuinely buying you — the 2am rebooking call is not a commodity — but a 12 not 16 because most bookings still come from one-off leisure customers who compare your quote to Expedia and leave if it's higher.",
    "judgment_accountability": "You exercise real discretion on supplier choice, insurance recommendations, visa and entry-requirement warnings, and rerouting during disruption, but it sits at 6 because the decisions run against published fare rules, supplier cancellation policies, and State Department advisories rather than ambiguous calls you personally own the consequences of."
  },
  "rationale": "The core of this job — searching fares and hotel inventory, comparing options, building itineraries, issuing tickets, processing changes and refunds — is screen work that online booking engines already ate and that AI agents now do conversationally end-to-end. What survives is the relationship tier: complex multi-country and multi-generation trips, cruise and tour group blocks, destination weddings, corporate travel with duty-of-care obligations, and being the human who answers the phone when a flight cancels at 2am in a foreign airport. There is no licensure moat; 'seller of travel' registration in a handful of states is a filing, not a professional signature.",
  "outlook": "Headcount keeps eroding as AI booking agents absorb the transactional middle, while a smaller, higher-fee cohort of niche and group specialists survives on supplier relationships and crisis response.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "trust_premium",
        "change": "Continued shift of high-end leisure to fee-based advisory: consortia like Virtuoso and Signature charge planning fees ($150-500) and sell supplier-side perks (upgrades, credits) that AI agents cannot access because they depend on named-human relationships with hotel GMs and cruise BDMs. If more suppliers formalize advisor-only inventory and commission structures that require a consortium-member human of record, the premium hardens.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Corporate duty-of-care becoming a contractual deliverable: if more large employers' travel policies and insurers require a named travel management company contact accountable for traveler tracking and crisis evacuation decisions (as ISO 31030 travel risk management guidance encourages), the role owns consequential calls during disruptions rather than just booking.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: once conversational AI absorbs point-to-point air and single-hotel booking entirely, the residual caseload is multi-supplier group blocks, destination weddings, and 2am re-accommodation under irregular operations — negotiation with humans at airlines and hotels, not search. The job that remains is the tier AI handles worst.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Meaningful only if a state upgraded 'seller of travel' registration from a filing into a licensed fiduciary with personal liability for misrepresentation — California SB 2933-style trust-account rules are the closest existing hook, and even those are consumer-fund custody, not professional signature. No bill currently proposes a signing requirement.",
        "plausibility": "unlikely",
        "would_add": 1
      }
    ],
    "ceiling_note": "Even with all of these, this stays a small-occupation, relationship-tier job: the levers protect a shrinking high-margin slice, not headcount. Realistic ceiling around 40-45, and the trust premium is generational — it depends on clients who already have an advisor."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 67330,
        "wage": 36990
      },
      {
        "y": 2018,
        "emp": 69480,
        "wage": 38700
      },
      {
        "y": 2019,
        "emp": 66670,
        "wage": 40660
      },
      {
        "y": 2020,
        "emp": 55180,
        "wage": 42350
      },
      {
        "y": 2021,
        "emp": 37190,
        "wage": 43810
      },
      {
        "y": 2022,
        "emp": 53180,
        "wage": 46400
      },
      {
        "y": 2023,
        "emp": 58250,
        "wage": 47410
      },
      {
        "y": 2024,
        "emp": 59150,
        "wage": 48450
      },
      {
        "y": 2025,
        "emp": 55110,
        "wage": 50160
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -18.1,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "sales-representatives-wholesale-and-manufacturing-except-technical-and-scientific-products",
      "title": "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",
      "verdict": "EXPOSED",
      "risk_resistance": 43,
      "median_wage": 72080,
      "overlap": 75,
      "skills_to_close": [
        "Negotiation"
      ]
    },
    {
      "slug": "insurance-sales-agents",
      "title": "Insurance Sales Agents",
      "verdict": "EXPOSED",
      "risk_resistance": 45,
      "median_wage": 62280,
      "overlap": 72,
      "skills_to_close": [
        "Critical Thinking",
        "Systems Evaluation",
        "Time Management",
        "Writing"
      ]
    },
    {
      "slug": "fundraisers",
      "title": "Fundraisers",
      "verdict": "EXPOSED",
      "risk_resistance": 42,
      "median_wage": 72550,
      "overlap": 68,
      "skills_to_close": [
        "Management of Financial Resources",
        "Writing",
        "Management of Personnel Resources",
        "Systems Evaluation"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}