{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/urban-and-regional-planners/",
  "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": "Urban and Regional Planners",
    "soc_code": "19-3051",
    "category": "Science",
    "us_employment": 44230,
    "median_annual_wage": 89320
  },
  "verdict": "EXPOSED",
  "risk_resistance": 45,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 9,
    "embodiment": 7,
    "liability_shield": 5,
    "trust_premium": 10,
    "judgment_accountability": 14
  },
  "reasoning": {
    "task_resistance": "At 9 the split is roughly even: buffer analyses, land-use inventories, traffic-count tabulation, variance staff reports and CEQA/NEPA boilerplate sections are all templated enough for a model to draft, while the negotiated site-plan redesign, the 7pm hearing, and the walk-the-parcel field check keep it out of the automatable band.",
    "embodiment": "A 7 reflects real but scheduled fieldwork — site visits to verify setbacks and existing conditions, windshield surveys, neighborhood walk audits, corridor studies — done in shoes and a car rather than from a desk, but with no tools, no permit inspections you personally sign off on, and most of the week back in the office on GIS and Word.",
    "liability_shield": "A 5 rather than a 0 credits AICP, which many jurisdictions write into job descriptions and which carries a code of ethics, plus New Jersey's PP licence; but a comprehensive plan is adopted by a council and a zoning determination is defended by the municipal attorney, so no planner's personal certification is the thing that makes the document legally operative.",
    "trust_premium": "A 10 captures that the same planner is the known face across a two-year rezoning — the developer's attorney calls you directly, the neighborhood association remembers what you said in 2022 — but you are institutionally interchangeable: applicants come because the parcel is in your jurisdiction, not because they chose you, and a reassignment to another planner slows a case without killing it.",
    "judgment_accountability": "At 14 the defining calls are genuinely contestable and consequential: whether a use is \"substantially similar\" under the code, whether a project's traffic or affordability impacts justify a denial recommendation, where to draw a density boundary — decisions that move property values and land in court on the administrative record you wrote."
  },
  "rationale": "A large share of the planner's week is document and screen work AI already handles competently: drafting staff reports, summarizing zoning code, running GIS overlays, compiling census and land-use data, and writing comprehensive plan chapters. What does not automate is standing in front of an angry planning commission, brokering between a developer, a neighborhood association, and an elected board, and owning a recommendation that reshapes property values. Only New Jersey licenses professional planners; AICP is a respected credential but rarely a legal gate, so the liability shield is thin.",
  "outlook": "Headcount likely flattens or dips as AI absorbs report and GIS production, while the surviving roles concentrate in entitlement negotiation, hearing advocacy, and politically accountable recommendations.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "A second state adopting New Jersey-style licensure of professional planners (NJ P.P. under N.J.S.A. 45:14A), or a state statute requiring that a comprehensive plan, rezoning staff report, or CEQA/SEQRA-equivalent environmental finding be signed and sealed by an AICP-certified or licensed planner — analogous to the engineer-seal requirement already embedded in most subdivision ordinances. Watch APA chapter legislative agendas and state model-code updates.",
        "plausibility": "unlikely",
        "would_add": 6
      },
      {
        "dimension": "liability_shield",
        "change": "A state or municipal rule requiring a named human planner to certify that AI-generated analysis in a staff report was independently reviewed, mirroring the AI-disclosure certification orders courts have begun issuing for filings; also plausible as a condition in HUD or state grant-funded plan deliverables.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Task-mix shift: as drafting, code summarization, and GIS overlay work move to software, the residual role concentrates in defensible discretionary findings — variance and conditional-use determinations, takings-exposure calls, fair-housing and disparate-impact judgments — which are the parts that get litigated and deposed. Recognizable when job postings drop 'GIS proficiency' and lead with hearing testimony and entitlement negotiation.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "task_resistance",
        "change": "Same shift raising task_resistance: the remaining week becomes hearings, applicant negotiation, interagency conflict brokering, and site-specific fact development that no model can source, rather than document production.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Public-participation backlash producing local rules that AI-generated plan text or comment summaries may not substitute for a planner-led process — e.g. a city council resolution barring AI summarization of public comment in the record, or a state open-meetings amendment requiring human authorship of findings presented at hearing.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Ceiling is low: buyers are municipalities purchasing a process outcome, not a human author, and consulting-firm procurement rewards cheaper deliverables. Absent multi-state licensure — which APA has pursued for decades with one state to show for it — the liability shield stays thin, and the judgment tier is a small headcount relative to the drafting tier being absorbed."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      45,
      45
    ],
    "run_verdicts": [
      "EXPOSED",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 35310,
        "wage": 71490
      },
      {
        "y": 2018,
        "emp": 37840,
        "wage": 73050
      },
      {
        "y": 2019,
        "emp": 38560,
        "wage": 74350
      },
      {
        "y": 2020,
        "emp": 38190,
        "wage": 75950
      },
      {
        "y": 2021,
        "emp": 38940,
        "wage": 78500
      },
      {
        "y": 2022,
        "emp": 39880,
        "wage": 79540
      },
      {
        "y": 2023,
        "emp": 42690,
        "wage": 81800
      },
      {
        "y": 2024,
        "emp": 43040,
        "wage": 83720
      },
      {
        "y": 2025,
        "emp": 44230,
        "wage": 89320
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 25.3,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}