{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/hotel-motel-and-resort-desk-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": "Hotel, Motel, and Resort Desk Clerks",
    "soc_code": "43-4081",
    "category": "Office",
    "us_employment": 261420,
    "median_annual_wage": 35070
  },
  "verdict": "COOKED",
  "risk_resistance": 31,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 7,
    "embodiment": 9,
    "liability_shield": 1,
    "trust_premium": 8,
    "judgment_accountability": 6
  },
  "reasoning": {
    "task_resistance": "A 7 rather than a 4 because the shift still contains things software cannot close out — re-keying a card at 1am, handling a walk-in when the PMS shows sold-out, taking a cash deposit, being the person a guest with no phone battery talks to — but reservations, folio settlement, rate quotes and night audit are already automated in every major PMS, so most of the day is machine-covered work.",
    "embodiment": "A 9 fits standing eight hours behind a fixed desk in a climate-controlled lobby with hands-on but low-variability physical work — encoding keycards, running luggage carts, escorting guests to rooms, occasionally stripping a bed or restocking the coffee station at a small property — nowhere near the uncontrolled-environment exposure of a maintenance tech, but well beyond a screen-only job.",
    "liability_shield": "A 1 because no state licenses desk clerks; the innkeeper's statutory duties around guest safety, lost property and liability limits attach to the property and its owner, and food-handler or alcohol-service cards where required are cheap same-day certificates, not credentials that make you personally answerable.",
    "trust_premium": "An 8 reflects that repeat and loyalty-tier guests do ask for the clerk who remembers their floor preference and comps a late checkout, and that recognition drives review scores — but the guest booked the brand and the rate, not you, and most stays are one-night transactions with a stranger.",
    "judgment_accountability": "A 6 is right because the calls you actually make — whether to waive a cancellation fee, upgrade a walked guest, or move a room over a noise complaint — run inside posted brand SOPs and dollar authority limits, with anything above that escalated to the front office manager or GM on call."
  },
  "rationale": "The core loop — taking reservations, verifying ID and payment, assigning rooms, printing folios, answering rate and amenity questions — is already handled by booking engines, mobile check-in, and self-service kiosks at scale, and AI chat now absorbs most pre-arrival inquiries. What survives is the on-site body: coding a keycard when the app fails, calming a guest whose room was double-booked, walking someone to the elevator, coordinating housekeeping and maintenance in real time. That physical-presence residue keeps the job alive at full-service and luxury properties while thinning it badly at limited-service and budget brands, where one clerk increasingly covers what three did.",
  "outlook": "By the mid-2030s most limited-service properties will run a single hybrid desk-and-operations attendant per shift, with reservations and check-in fully self-service; headcount shrinks while surviving roles skew toward upscale hotels and supervisory duty.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "embodiment",
        "change": "Local fire/life-safety and lodging ordinances requiring a trained staff member physically on premises 24/7 — already law in some jurisdictions (e.g., NYC's requirement for an attendant on duty, and hotel-worker safety ordinances in Seattle, Chicago, Long Beach mandating panic-button response staffing) — extended to cover unstaffed kiosk-only properties would keep a body at the desk regardless of software capability",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "UNITE HERE contract language in full-service markets that ties minimum front-desk headcount to room count and bars replacing checked-in staffing with kiosks, of the kind bargained in the 2023-24 LA/Detroit/Boston rounds",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift is real here but narrow: if booking engines and mobile keys absorb all routine check-in, the residue is exception handling — walk-outs, double-bookings, ADA room mismatches, mid-stay disputes — plus real-time housekeeping/maintenance triage. That residue is a smaller job, not a more resistant one, so the rise is limited and comes with headcount loss",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Human-trafficking and minor-safety reporting duties assigned specifically to front-desk staff — mandatory-training laws already on the books in California (AB 1661), Texas, and Florida — if paired with a named on-shift person responsible for escalation, makes the clerk the accountable observer for a consequential call",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Luxury and independent segments explicitly marketing no-kiosk, named-staff arrival as a differentiator (Relais & Châteaux-style standards, forte-service brand standards audits) — only supports the premium at the top of the market, not the limited-service majority",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Nothing plausible raises liability_shield: there is no license to sign a folio and no personal liability attaches to a desk clerk. The levers above are concentrated in unionized and full-service/luxury properties and in a few strict-ordinance cities; for limited-service and budget brands, which hold most of the 261k jobs, none of them apply and the score stays where it is."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 253540,
        "wage": 22850
      },
      {
        "y": 2018,
        "emp": 260780,
        "wage": 23700
      },
      {
        "y": 2019,
        "emp": 267940,
        "wage": 24470
      },
      {
        "y": 2020,
        "emp": 222550,
        "wage": 25490
      },
      {
        "y": 2021,
        "emp": 220380,
        "wage": 28080
      },
      {
        "y": 2022,
        "emp": 243180,
        "wage": 28910
      },
      {
        "y": 2023,
        "emp": 263800,
        "wage": 30790
      },
      {
        "y": 2024,
        "emp": 261430,
        "wage": 34270
      },
      {
        "y": 2025,
        "emp": 261420,
        "wage": 35070
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 3.1,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "concierges",
      "title": "Concierges",
      "verdict": "EXPOSED",
      "risk_resistance": 41,
      "median_wage": 38950,
      "overlap": 70,
      "skills_to_close": [
        "Active Listening"
      ]
    },
    {
      "slug": "first-line-supervisors-of-retail-sales-workers",
      "title": "First-Line Supervisors of Retail Sales Workers",
      "verdict": "EXPOSED",
      "risk_resistance": 47,
      "median_wage": 48520,
      "overlap": 58,
      "skills_to_close": [
        "Operations Analysis",
        "Management of Material Resources",
        "Management of Financial Resources",
        "Systems Analysis"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}