{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/judges-magistrate-judges-and-magistrates/",
  "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": "Judges, Magistrate Judges, and Magistrates",
    "soc_code": "23-1023",
    "category": "Legal",
    "us_employment": 24030,
    "median_annual_wage": 153990
  },
  "verdict": "SAFE",
  "risk_resistance": 80,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 14,
    "embodiment": 10,
    "liability_shield": 20,
    "trust_premium": 16,
    "judgment_accountability": 20
  },
  "reasoning": {
    "task_resistance": "Reading a witness's hesitation on cross, ruling on a hearsay objection in the two seconds before the answer lands, and calibrating a sentence to a specific defendant's record and remorse are not text-prediction problems — but the 14 rather than 18 reflects how much of a judge's week is bench memos, scheduling orders, uncontested defaults, warrant and probable-cause forms, and boilerplate findings of fact that a model can draft to signature-ready quality.",
    "embodiment": "You have to be bodily present in the courtroom to keep order, hold a party in contempt, and be seen doing it — plus jail and video arraignments, in-camera inspections, occasional jury views of a premises, and for magistrates the after-hours on-call warrant duty — yet all of it happens in a controlled, secured building with a bailiff, which is why this sits at 10 and not with the field-based trades.",
    "liability_shield": "The office itself is the shield: judges are elected or appointed under state constitutions or Article III, admitted to the bar, bound by a code of judicial conduct enforced by a commission on judicial performance, and no order has legal effect until a commissioned human officer signs it — an unsigned AI-generated ruling is void, not merely unwise.",
    "trust_premium": "Public acceptance of a verdict rests on the perception that a sworn neutral heard the case, which is why recusal standards, oral rulings from the bench, and open courtrooms exist at all; the 16 rather than 20 reflects that litigants do not choose their judge and most appearances are one-time, so the legitimacy is institutional rather than a cultivated personal relationship.",
    "judgment_accountability": "Setting bail, terminating parental rights, granting or denying a suppression motion that decides the case, and imposing a sentence within a wide statutory range are decisions made on incomplete records, reviewable only for abuse of discretion, and attributed by name in a published opinion that binds future parties."
  },
  "rationale": "The adjudicative core — weighing credibility of live witnesses, ruling on objections in real time, sentencing, and owning a decision that deprives people of liberty or property — is constitutionally and statutorily reserved for a human officeholder with personal accountability. What AI already does well is the surrounding paper: summarizing briefs and records, checking citations, drafting routine orders and boilerplate findings, and triaging high-volume dockets like traffic, small claims, and warrant applications. Expect clerk-level drafting support to compress, which shifts the judge's day further toward hearings and contested rulings, not away from the bench.",
  "outlook": "By 2035 judges will write fewer routine orders by hand and rely heavily on AI-drafted summaries and orders, while spending proportionally more time on hearings, credibility calls, and sentencing — with headcount roughly flat and the pressure landing on clerks and staff attorneys instead.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift as AI absorbs the paper tier: if bench-book drafting, citation checking, and routine order generation are handled by court-adopted tools (e.g., the AI tools already piloted in the 11th Circuit and several state administrative offices), the residual day is live hearings, credibility findings, contested evidentiary rulings, and sentencing — the tier AI cannot do at usable quality. Judicial officer headcount is set by caseload statutes and judgeship bills, not by per-case labor hours, so compression of the paper tier does not shrink the role.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "If rules like the standing orders now issued by dozens of federal district judges (post-Mata v. Avianca) requiring certification of AI use in filings are extended to the court's own work product — barring generative drafting of findings of fact or sentencing rationales — the drafting tier stays human by rule rather than by capability.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "If appellate reversals or due-process rulings establish that algorithmic input into liberty decisions is constitutionally suspect — extending State v. Loomis-style scrutiny of risk-assessment tools from advisory to prohibitive — litigants' demand for a human decider becomes an enforceable entitlement rather than a preference. Watch state supreme court rules on AI in adjudication (Illinois, Delaware, Texas have issued policies).",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Private arbitration is the one competitive market for adjudication; if institutional rules (AAA, JAMS) formally bar AI arbitrators or require party consent, the paid-for-a-human signal is explicit in a priced market.",
        "plausibility": "plausible",
        "would_add": 1
      }
    ],
    "ceiling_note": "Three of five dimensions are at or near ceiling; realistic total headroom is roughly 6-8 points, capped by embodiment (a courtroom is a predictable indoor environment and remote hearings are now routine, so embodiment has no upward route and may fall)."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 28440,
        "wage": 133840
      },
      {
        "y": 2018,
        "emp": 28520,
        "wage": 133920
      },
      {
        "y": 2019,
        "emp": 28670,
        "wage": 136910
      },
      {
        "y": 2020,
        "emp": 28550,
        "wage": 141080
      },
      {
        "y": 2021,
        "emp": 27790,
        "wage": 148030
      },
      {
        "y": 2022,
        "emp": 28230,
        "wage": 151030
      },
      {
        "y": 2023,
        "emp": 24470,
        "wage": 148910
      },
      {
        "y": 2024,
        "emp": 25580,
        "wage": 156210
      },
      {
        "y": 2025,
        "emp": 24030,
        "wage": 153990
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -15.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}