{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/counter-and-rental-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": "Counter and Rental Clerks",
    "soc_code": "41-2021",
    "category": "Sales",
    "us_employment": 400810,
    "median_annual_wage": 41300
  },
  "verdict": "COOKED",
  "risk_resistance": 23,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 5,
    "embodiment": 8,
    "liability_shield": 1,
    "trust_premium": 5,
    "judgment_accountability": 4
  },
  "reasoning": {
    "task_resistance": "Quoting a daily rate, checking a reservation, upselling the insurance waiver, swiping a card and printing the agreement are all steps Hertz, Avis and Home Depot already run through app-based check-in and kiosks — the 5 reflects that only damage-inspection notes and walk-arounds still need a person at the counter.",
    "embodiment": "You are on your feet at a counter, fetching keys, tagging returned tools, checking fuel levels and loading a carpet cleaner into someone's trunk — but it's a fixed lot or storefront with the equipment inventoried on-site, which is why this sits at 8 rather than up with field service techs working in uncontrolled conditions.",
    "liability_shield": "No state licence, no exam, no bond attaches to writing up a rental contract; the rental company's corporate entity and its insurance underwriter carry any claim over a damaged vehicle or a defective sander, and you sign as an agent of the store, not in your own name.",
    "trust_premium": "Most transactions are one-off strangers who chose the location on price and proximity, though contractors renting the same excavator every month build enough familiarity to ask for you by name — that repeat-commercial slice is what keeps it from a 2.",
    "judgment_accountability": "Rate tables, ID and age requirements, deposit amounts, and damage-fee schedules are set by corporate policy, and the calls you actually make — waiving a $20 late fee, refusing a customer whose card declines — are bounded by a manager override and a written escalation path."
  },
  "rationale": "The core of this job — quoting rates, checking availability, writing up rental agreements, taking payment, explaining terms and fees — is already handled by booking apps, self-service kiosks, and airport-lot license-plate scanning. What resists automation is the physical part: handing over keys, walking a customer around a car or a floor sander, inspecting returned equipment for damage, and defusing an angry customer at the counter. That physical residue keeps some roles alive but at far lower headcount per location.",
  "outlook": "Expect continued erosion as self-service pickup and app-based booking spread; the jobs that remain will be at equipment yards and specialty counters where physical handoff, demo, and inspection are unavoidable.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "A state or insurer rule requiring an in-person, identity-verified handover for certain rentals — e.g. mandatory physical inspection of a driver's license and face match before a vehicle leaves the lot (anti-fraud provisions already pushed by rental fleet insurers after synthetic-identity theft rings), or a requirement that a trained employee demonstrate safe operation and sign a competency form before releasing powered equipment (chainsaws, aerial lifts, trenchers) under OSHA 1926 operator-training expectations that flow through to the rental yard. That would pin a named human to the release decision rather than a kiosk.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "If rental fleets shift further toward equipment where condition assessment is genuinely tactile and consequential — hydraulic leaks, tire sidewall damage, blade wear, propane fittings — and if damage-claim litigation forces documented hands-on pre- and post-rental inspection rather than a customer phone-photo upload, the physical residue grows relative to counter work.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Task-mix shift is real here and has two tiers: kiosks absorb the transaction, leaving the human tier as refuse-to-rent calls (visibly impaired customer, suspected fraud, mismatched ID), damage-liability adjudication, and fee-waiver authority. If chains formalize this as a documented refusal-authority role with logged justification — the way alcohol and firearms retail already log refusals — the remaining position owns consequential ambiguous calls rather than executing scripts.",
        "plausibility": "already happening",
        "would_add": 4
      }
    ],
    "ceiling_note": "Even with all three, this stays a low-headcount role: the levers raise the score of the surviving position, not the number of positions. Trust premium has no realistic route — almost no customer will pay more to rent a floor sander from a person, and self-service airport lots have already demonstrated that at scale."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 445530,
        "wage": 25820
      },
      {
        "y": 2018,
        "emp": 426700,
        "wage": 27290
      },
      {
        "y": 2019,
        "emp": 411560,
        "wage": 28820
      },
      {
        "y": 2020,
        "emp": 368300,
        "wage": 30870
      },
      {
        "y": 2021,
        "emp": 371620,
        "wage": 31330
      },
      {
        "y": 2022,
        "emp": 370770,
        "wage": 35830
      },
      {
        "y": 2023,
        "emp": 390300,
        "wage": 37400
      },
      {
        "y": 2024,
        "emp": 398620,
        "wage": 38540
      },
      {
        "y": 2025,
        "emp": 400810,
        "wage": 41300
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -10,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "concierges",
      "title": "Concierges",
      "verdict": "EXPOSED",
      "risk_resistance": 41,
      "median_wage": 38950,
      "overlap": 69,
      "skills_to_close": [
        "Social Perceptiveness",
        "Service Orientation",
        "Speaking",
        "Coordination"
      ]
    },
    {
      "slug": "postal-service-mail-carriers",
      "title": "Postal Service Mail Carriers",
      "verdict": "EXPOSED",
      "risk_resistance": 49,
      "median_wage": 60550,
      "overlap": 66,
      "skills_to_close": [
        "Operations Analysis"
      ]
    },
    {
      "slug": "floral-designers",
      "title": "Floral Designers",
      "verdict": "EXPOSED",
      "risk_resistance": 50,
      "median_wage": 37360,
      "overlap": 56,
      "skills_to_close": [
        "Operations Analysis",
        "Management of Material Resources",
        "Speaking"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}