{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/administrative-law-judges-adjudicators-and-hearing-officers/",
  "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": "Administrative Law Judges, Adjudicators, and Hearing Officers",
    "soc_code": "23-1021",
    "category": "Legal",
    "us_employment": 16370,
    "median_annual_wage": 117860
  },
  "verdict": "EXPOSED",
  "risk_resistance": 58,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 10,
    "embodiment": 4,
    "liability_shield": 15,
    "trust_premium": 12,
    "judgment_accountability": 17
  },
  "reasoning": {
    "task_resistance": "Roughly half the day is record review and drafting findings of fact and conclusions of law from a documentary file — SSA disability decisions built off medical exhibits and vocational grids are template-driven enough that draft-generation tools already touch them — while live credibility assessment, ruling on evidentiary objections mid-hearing, and questioning an unrepresented claimant who contradicts himself are not, which is what keeps this at 10 and not 5.",
    "embodiment": "The work is a hearing room, a video teleconference link, a case file, and an order — physical presence is required by statute in some venues but nothing about the task depends on the body doing it, hence 4 rather than 0 only because in-person and site-visit hearings still exist in workers' comp and land-use matters.",
    "liability_shield": "Federal ALJs under 5 U.S.C. 556-557 are bar-licensed, appointed under the Appointments Clause after Lucia, and personally sign orders subject to appeal and judicial review — that is a real named-human accountability structure; it sits at 15 rather than 19 because a large share of state hearing officers and unemployment/benefits claims adjudicators hold the title with no bar admission and no licence to revoke.",
    "trust_premium": "Parties do not choose their judge and rarely see the same one twice, so there is no repeat relationship to sell — but the perceived neutrality and dignity of a human hearing the case is itself the product for a claimant who wants their day in court, which is why 12 rather than 6.",
    "judgment_accountability": "You decide whether a witness is lying, whether an impairment meets a listing, whether a licence to practice gets pulled — on incomplete records, often with an unrepresented party on one side, and the order takes effect on your signature with only appellate review behind it; 17 not 20 because regulations, benefit schedules, and precedential agency decisions constrain the outcome space more than a trial judge faces."
  },
  "rationale": "The modal worker here presides over benefits, licensing, workers' comp, and immigration-type hearings, weighs testimony and documentary evidence, and issues written findings of fact and conclusions of law — the decision-writing half of that is exactly what LLMs draft well from a record, and agencies under backlog pressure are already piloting AI-assisted decision drafting and evidence summarization. What holds is the constitutional and statutory requirement that a neutral human adjudicator hear the case, assess witness credibility in real time, and personally sign the order that strips or grants someone's benefits or license. Note the title bundles bar-licensed federal ALJs (strong shield) with state hearing officers and claims adjudicators who need no license (much thinner shield); the routine-docket adjudicator tier is where headcount compresses first.",
  "outlook": "Expect flat-to-shrinking headcount as agencies use AI to clear paper-record backlogs, with surviving roles concentrated in live contested hearings and appellate review signed by bar-licensed judges.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "An explicit APA amendment or state UAPA analogue barring AI-generated findings of fact and credibility determinations without a named ALJ's personal certification that they independently reviewed the record — the model already exists in state court rules (e.g., Texas 5th Circuit-style AI certification orders, Illinois Supreme Court AI policy 2025) and in the 2024 Social Security Administration OIG scrutiny of AI drafting tools. A statutory personal-certification duty with sanction exposure would harden the thin state-hearing-officer tier toward the federal ALJ standard.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Licensure creep: state administrative procedure acts requiring bar admission for hearing officers who issue final agency orders (already true in some states for workers' comp judges). This converts the unlicensed claims-adjudicator tier into a signature-bearing profession.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "judgment_accountability",
        "change": "Due-process litigation outcomes — a Mathews v. Eldridge-line ruling that AI-assisted drafting in benefits terminations violates the right to a decision by the officer who heard the evidence — would relocate accountability firmly onto the individual adjudicator rather than the agency's pipeline.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if evidence summarization and boilerplate conclusions-of-law drafting are fully absorbed, the residual day is live credibility assessment, pro se claimant colloquy, and contested-record cases where the parties dispute what the record even says. Headcount falls but the surviving role's task mix is harder to automate.",
        "plausibility": "already happening",
        "would_add": 3
      }
    ],
    "ceiling_note": "Trust premium has no realistic route up: parties do not choose their adjudicator and cannot pay for a human one, so demand-side preference cannot register. Embodiment is capped by remote-hearing normalization post-2020. The task_resistance rise here is a compositional artifact of headcount loss, not protection for the current workforce."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 14480,
        "wage": 94790
      },
      {
        "y": 2018,
        "emp": 14280,
        "wage": 99850
      },
      {
        "y": 2019,
        "emp": 14380,
        "wage": 97870
      },
      {
        "y": 2020,
        "emp": 14570,
        "wage": 97520
      },
      {
        "y": 2021,
        "emp": 13840,
        "wage": 102550
      },
      {
        "y": 2022,
        "emp": 12490,
        "wage": 94990
      },
      {
        "y": 2023,
        "emp": 14670,
        "wage": 111090
      },
      {
        "y": 2024,
        "emp": 16230,
        "wage": 115230
      },
      {
        "y": 2025,
        "emp": 16370,
        "wage": 117860
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 13.1,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}