{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/construction-and-building-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": "Construction and Building Inspectors",
    "soc_code": "47-4011",
    "category": "Construction",
    "us_employment": 146720,
    "median_annual_wage": 74690
  },
  "verdict": "EXPOSED",
  "risk_resistance": 64,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 12,
    "embodiment": 16,
    "liability_shield": 14,
    "trust_premium": 8,
    "judgment_accountability": 14
  },
  "reasoning": {
    "task_resistance": "At 12 rather than 16, the field verification — checking rebar spacing before a pour, joist hangers behind drywall, egress clearances, that the shear nailing pattern is actually 4 inches on center — is not automatable, but a real slice of the workweek is plan-table checks, permit intake, IVR-scheduled reinspection notices, and templated correction letters that code-checking software already drafts.",
    "embodiment": "A 16 reflects that the work happens on active sites in whatever weather the pour was scheduled for: ladders to roof decks, attic and crawlspace entry, trench and excavation checks under OSHA cave-in rules, scaffolds, and unfinished stairs with no handrails — conditions no fixed sensor array covers, though the site is at least a known, permitted address rather than a wilderness.",
    "liability_shield": "At 14, most jurisdictions require ICC certification and many require state licensure or registration, and it is the inspector's initials on the inspection card and the certificate of occupancy that let the work proceed — but municipal employees usually carry governmental immunity and the design professional of record still owns the engineering, so personal exposure sits below that of a licensed PE stamping calculations.",
    "trust_premium": "An 8 fits because the builder does not choose you — the jurisdiction assigns you — yet repeat contractors, superintendents, and homeowners on a given district learn how a particular inspector reads borderline conditions, and that working relationship determines whether marginal work gets corrected on the spot or escalated to a stop-work order.",
    "judgment_accountability": "A 14 is earned on the alternate-means and field-condition calls: deciding whether an as-built deviation is substantially compliant, whether to red-tag and halt a $40k concrete placement, whether an existing building's grandfathered condition survives the scope of the remodel — decisions made alone, in an hour, with money running and no committee to defer to."
  },
  "rationale": "The core of this job is walking an active job site — crawlspaces, roof decks, open trenches, partially framed walls — and judging whether what was actually built matches the stamped plans and code; no robot does that today. What AI does erode is the desk half: plan review against code tables, permit paperwork, violation notices, photo-log reports, and code-section lookups are already being drafted or pre-screened by software, and drone/LiDAR capture plus automated model-checking is shrinking the number of visits per project. The modal inspector is a municipal or third-party field inspector whose signature has legal weight — that approval authority, not the report writing, is the moat.",
  "outlook": "Field inspection persists because someone licensed has to physically confirm and sign, but automated plan review and drone/model capture will cut desk hours and visits per project, so expect flat-to-declining headcount with the work concentrating in senior, certification-heavy sign-off roles.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State/local adoption of ICC code amendments or state licensing rules that explicitly bar acceptance of remote/AI-generated inspection evidence as a substitute for a certified inspector's on-site observation and personal sign-off — the inverse of the remote-video-inspection allowances several states adopted post-2020 (e.g., Texas, Florida VRI programs). Also watch model legislation requiring the certified individual, not the jurisdiction or software vendor, to be named on the approval record for structural, life-safety, and special inspections.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Task-mix shift plus post-collapse rulemaking: as plan-check and photo-log work is automated, what remains is field determinations under ambiguity — approving as-built deviations, existing-building/alternative-means findings under IEBC, stop-work orders, and re-occupancy calls after fire or storm. Surfside-style statutes (Florida SB 4-D milestone inspections) and facade-ordinance regimes concentrate exactly these consequential, personally attributed calls on a named inspector.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "If jurisdictions formally reassign automated model-checking output to a pre-screen role and require inspectors to adjudicate flagged exceptions, the residual day becomes destructive/concealed-condition inspection, special inspections (welding, bolting, post-tensioning), and code-alternative negotiation — the tier software cannot resolve because the evidence does not exist until someone opens the wall.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "embodiment",
        "change": "Structural growth in retrofit and disaster work — seismic soft-story ordinances, wildfire and hurricane rebuild inspection, aging-infrastructure milestone inspections — raises the share of days spent in unmapped, degraded, unpredictable structures where drone/LiDAR capture cannot substitute for crawlspace and attic access.",
        "plausibility": "already happening",
        "would_add": 1
      }
    ],
    "ceiling_note": "Trust premium has no realistic route: the buyer is a permit applicant who wants the fastest possible approval, not a human one, and no consumer segment pays extra for a human municipal inspector. Home inspection (a different, unlicensed-in-some-states market) has some human preference, but that is not the modal 47-4011 role. Note that the same disaster-driven attention that raises accountability also drives jurisdictions toward remote video inspection to clear backlogs, which cuts the other way."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 98810,
        "wage": 59090
      },
      {
        "y": 2018,
        "emp": 104090,
        "wage": 59700
      },
      {
        "y": 2019,
        "emp": 110420,
        "wage": 60710
      },
      {
        "y": 2020,
        "emp": 113770,
        "wage": 62860
      },
      {
        "y": 2021,
        "emp": 117830,
        "wage": 61640
      },
      {
        "y": 2022,
        "emp": 128950,
        "wage": 64480
      },
      {
        "y": 2023,
        "emp": 133640,
        "wage": 67700
      },
      {
        "y": 2024,
        "emp": 137210,
        "wage": 72120
      },
      {
        "y": 2025,
        "emp": 146720,
        "wage": 74690
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 48.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}