{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/real-estate-brokers/",
  "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": "Real Estate Brokers",
    "soc_code": "41-9021",
    "category": "Sales",
    "us_employment": 46100,
    "median_annual_wage": 73220
  },
  "verdict": "EXPOSED",
  "risk_resistance": 62,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 9,
    "embodiment": 11,
    "liability_shield": 14,
    "trust_premium": 15,
    "judgment_accountability": 13
  },
  "reasoning": {
    "task_resistance": "A 9 reflects the split in a broker's week: CMA pricing, MLS data entry, listing descriptions, drip campaigns, lead scoring, and compliance-checklist review are already handled by Zillow/CoStar tooling and LLMs, while showing property, negotiating multiple-offer situations, and resolving inspection-repair standoffs still need a person on the phone and at the table — not a 4, because the negotiation and supervision half genuinely doesn't automate; not a 14, because the deliverables clients see most are largely generated output.",
    "embodiment": "An 11 covers the fact that brokers are in and out of vacant houses, crawl spaces, and lockboxes for walkthroughs, sign installations, and open houses in whatever weather closing season brings — but unlike an inspector or appraiser, most of the broker's own day is contracts, calls, and agent oversight from a desk, and much property viewing has moved to video and virtual tours.",
    "liability_shield": "At 14, this is the real estate broker's license itself — the broker of record answers to the state commission for every agent under them, holds and reconciles the escrow/trust account under statutory rules, and eats disclosure and fair-housing violations personally, with revocation and E&O claims as the exposure; it stops short of 18+ because the license is state-issued with a modest exam and CE burden and can be transferred or delegated across a brokerage.",
    "trust_premium": "A 15 recognizes that listings come from referral, repeat sellers, and reputation in a specific submarket, and that recruiting and keeping agents is a relationship business too — but a meaningful share of transactions now originate from portal leads and iBuyer channels where the consumer picked the platform first and the broker second.",
    "judgment_accountability": "A 13 is for the calls no procedure covers: whether a defect is material enough to require disclosure, whether to counsel a seller to accept a lower cash offer over a shaky financed one, whether an agent's conduct warrants discipline or termination — high-consequence and contestable, though the stakes are financial and reversible in litigation rather than irreversible in the way a surgeon's or air traffic controller's are."
  },
  "rationale": "Brokers hold the license, supervise agents, and are personally accountable for trust-account compliance, disclosure errors, and transaction files — none of that transfers to software. But the revenue-adjacent work AI already does well is substantial: comparative market analyses, listing copy, marketing collateral, lead qualification, contract assembly, and transaction-coordination checklists. The bigger threat isn't AI replacing the broker, it's AI plus post-NAR-settlement commission pressure thinning the fee pool that supports the role.",
  "outlook": "Brokers keep the license and the liability, but headcount and per-deal revenue compress as AI absorbs marketing, CMA, and coordination work and fee structures unbundle.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State real estate commissions adopting rules that name the designated broker as the responsible supervisor for AI-generated listing content, valuations, and disclosure documents — i.e. requiring documented broker review of any automated CMA or contract package before it goes to a consumer. Several state commissions (e.g. Texas TREC, California DRE) already issue advisories on team/brokerage supervision and advertising accuracy; extending 'reasonable supervision' rules explicitly to AI outputs is a small, checkable step. Also: E&O carriers adding AI-output-review conditions to brokerage policies as a coverage requirement.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Post-NAR-settlement buyer-agreement regimes push the consequential calls — how compensation is disclosed, whether a dual-agency arrangement is permissible, whether a disclosure omission requires re-opening a deal — onto the broker as the named accountable party in litigation and audit. If DOJ or state AG consent decrees fix personal broker accountability for compensation-disclosure compliance, this tier hardens.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if CMA production, listing copy, marketing, lead scoring and file-checklist coordination are fully absorbed by brokerage platforms, the residual broker day is trust-account reconciliation, agent discipline, commission-dispute arbitration, fair-housing risk calls, and deal-salvage negotiation — none of which current models do at usable quality unsupervised. Score rises by task-mix, though headcount falls at the same time.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: state-mandated or MLS-mandated human signature/attestation on valuation and disclosure documents converts preference into requirement. Voluntary consumer willingness to pay a premium for a human broker is eroding, not growing, under commission compression — do not count on this dimension.",
        "plausibility": "unlikely",
        "would_add": 1
      }
    ],
    "ceiling_note": "The binding constraint is fee-pool economics, not capability or law. Liability and judgment levers can make the broker license more legally necessary per transaction while the number of brokerages that can fund the role shrinks — a higher score on a smaller occupation. Embodiment has no realistic upward route; showings and site work sit with agents, not brokers."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      62,
      62
    ],
    "run_verdicts": [
      "EXPOSED",
      "EXPOSED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 40530,
        "wage": 56730
      },
      {
        "y": 2018,
        "emp": 40320,
        "wage": 58210
      },
      {
        "y": 2019,
        "emp": 42730,
        "wage": 59720
      },
      {
        "y": 2020,
        "emp": 44610,
        "wage": 60370
      },
      {
        "y": 2021,
        "emp": 48460,
        "wage": 62010
      },
      {
        "y": 2022,
        "emp": 52310,
        "wage": 62190
      },
      {
        "y": 2023,
        "emp": 51350,
        "wage": 63060
      },
      {
        "y": 2024,
        "emp": 49590,
        "wage": 72280
      },
      {
        "y": 2025,
        "emp": 46100,
        "wage": 73220
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 13.7,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}