{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/transportation-inspectors/",
  "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": "Transportation Inspectors",
    "soc_code": "53-6051",
    "category": "Transportation",
    "us_employment": 24500,
    "median_annual_wage": 92100
  },
  "verdict": "SAFE",
  "risk_resistance": 67,
  "contested": true,
  "near_boundary": true,
  "dimensions": {
    "task_resistance": 15,
    "embodiment": 17,
    "liability_shield": 14,
    "trust_premium": 8,
    "judgment_accountability": 13
  },
  "reasoning": {
    "task_resistance": "A CVSA Level I inspection requires physically pulling wheels off to measure brake lining thickness, tugging on air lines, and eyeballing frame cracks under a trailer — the 15 rather than 18 reflects that the screening layer (PRISM/ISS carrier risk scoring, ELD data pulls, defect-history triage) is already algorithmic and deciding who you inspect before you ever walk up to the truck.",
    "embodiment": "You work in live rail yards, on aircraft ramps, at roadside scale houses in weather, climbing ladders onto tank cars and reaching into landing gear bays — uncontrolled sites with moving equipment, which is 17 and not 20 only because a meaningful share of the shift is spent in the truck or the office closing out reports.",
    "liability_shield": "An FAA A&P/IA airworthiness release or a DOT out-of-service order carries a named credentialed signature and personal exposure under 49 CFR and 14 CFR — a 14 rather than 18 because many state and local vehicle inspectors work under agency certification and delegated authority rather than an individually revocable professional licence.",
    "trust_premium": "Carriers and shops deal with you repeatedly and reputational history with a terminal manager or chief mechanic shapes how disputes and re-inspections go, but the enforcement relationship is deliberately arm's-length and any qualified inspector can replace you on the next stop.",
    "judgment_accountability": "Deciding whether a hairline weld crack, a marginal brake stroke measurement, or an improperly blocked hazmat load justifies pulling equipment out of service is a judgment call with real economic and safety consequences and no lookup table that resolves it — held at 13 because inspection criteria (CVSA out-of-service criteria, FAA ADs) constrain the range of defensible answers more tightly than in most discretionary roles."
  },
  "rationale": "The core of this job is walking the rail yard, climbing into aircraft wheel wells, crawling under trailers, and physically verifying brakes, welds, seals, hazmat placards and cargo securement — sensing and access problems robotics still handles badly. AI eats the paperwork half: violation write-ups, DOT/FAA form population, defect-trend analysis, and pre-screening which carriers to audit. What holds is the legal authority behind an inspector's signature — an out-of-service order or airworthiness sign-off requires a credentialed human who owns the call.",
  "outlook": "Automated sensors and AI report-writing will cut the clerical half of the job and let each inspector cover more equipment, so headcount stays flat-to-slightly-down while the surviving work concentrates in certified sign-off, hazmat, and investigation.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "FAA rulemaking or 14 CFR Part 43/65 amendment explicitly requiring a certificated Airframe & Powerplant / Inspection Authorization holder to personally sign any airworthiness release where AI or automated NDT tooling generated the finding — i.e. barring machine-generated sign-off. Parallel: FMCSA codifying in 49 CFR 396 that CVSA out-of-service orders may only be issued by a certified CVSA-credentialed inspector, and that AI pre-screening cannot itself constitute an inspection. CVSA's North American Standard program already gates decal issuance to credentialed humans; formalizing the exclusion of automated issuance would harden it.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Post-incident precedent (NTSB findings after a rail derailment or hazmat release) assigning personal accountability to the signing inspector for accepting an automated defect classification without independent verification — as happened in scope-of-inspection findings following East Palestine. Named-individual liability in a consent order or a state criminal referral raises the cost of delegating the call and locks the ambiguity-owning function to a person.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: this job genuinely has two tiers. If form population, defect-trend analytics and carrier risk pre-screening (already being built into FMCSA's CSA/SMS and airline MRO analytics) are fully automated, the residual role concentrates on adjudicating ambiguous physical findings — borderline weld cracks, brake stroke measurement disputes, contested securement calls, and carrier appeals — which resists automation more than the average of today's task set.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "embodiment",
        "change": "Expansion of statutory physical-inspection frequency into settings robots handle worst: enactment of the periodic-inspection and two-person crew provisions from the Railway Safety Act of 2023 (S.576) style bills, or state laws like the wayside-detector and walking-inspection mandates passed in Ohio and Nebraska, which specify a human walking the train rather than accepting automated track inspection (ATI) waivers. FRA's decisions on Class I carriers' ATI waiver petitions are the specific thing to watch — denial holds embodiment high, grant erodes it.",
        "plausibility": "already happening",
        "would_add": 2
      }
    ],
    "ceiling_note": "trust_premium has no realistic route: the buyer of an inspection is a regulator or a carrier complying with one, not a consumer who can prefer a human, and no one pays extra for a human-signed brake check beyond what the rule requires. Also note the largest downside risk sits in embodiment, not capability — FRA granting broad automated track inspection waivers would cut both embodiment and headcount regardless of how the liability shield moves."
  },
  "adjudication": {
    "method": "two independent runs disagreed; merge is rounding-dependent",
    "outcome": "unresolved — published score left unchanged",
    "run_totals": [
      67,
      65
    ],
    "run_verdicts": [
      "SAFE",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 30030,
        "wage": 72140
      },
      {
        "y": 2018,
        "emp": 29990,
        "wage": 73780
      },
      {
        "y": 2019,
        "emp": 30020,
        "wage": 75820
      },
      {
        "y": 2020,
        "emp": 27360,
        "wage": 78400
      },
      {
        "y": 2021,
        "emp": 25070,
        "wage": 79770
      },
      {
        "y": 2022,
        "emp": 24420,
        "wage": 79570
      },
      {
        "y": 2023,
        "emp": 27670,
        "wage": 87290
      },
      {
        "y": 2024,
        "emp": 23320,
        "wage": 85750
      },
      {
        "y": 2025,
        "emp": 24500,
        "wage": 92100
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -18.4,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}