{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/judicial-law-clerks/", "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": "Judicial Law Clerks", "soc_code": "23-1012", "category": "Legal", "us_employment": 13290, "median_annual_wage": 64920 }, "verdict": "EXPOSED", "risk_resistance": 35, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 8, "embodiment": 2, "liability_shield": 4, "trust_premium": 11, "judgment_accountability": 10 }, "reasoning": { "task_resistance": "Drafting bench memos, Westlaw/Lexis research, cite-checking under Bluebook, and summarizing the record are precisely what a long-context model does at draft quality, which pulls this down toward 6; it sits at 8 rather than lower because oral-argument prep, sifting a 3,000-page administrative record for the fact the parties buried, and pushing back verbally when the judge floats a theory in chambers still require you in the room.", "embodiment": "The job is the screen, the docket, and the printed brief on your desk — sitting in the courtroom during argument and walking the opinion draft down the hall to the judge is the entire physical footprint, which is why it registers a 2 instead of 0.", "liability_shield": "Nothing you write carries legal force until the judge signs it; the JD and bar admission are hiring conventions, not a statutory gate — clerkships routinely hire pre-bar-results, and if a clerk misses a controlling case the sanction lands on the court's reputation and the judge, not on your license, so the 4 reflects credential preference with no personal exposure.", "trust_premium": "A one- or two-year clerkship is a confidential relationship with one judge who learns whose instincts to trust and tells you things not in the file, which supports 11 — but the term is fixed by design, you are replaced annually, and no litigant or member of the public ever knows your name, so it never reaches the 13+ range where the relationship itself is what is being bought.", "judgment_accountability": "You decide which precedent is genuinely controlling versus distinguishable and how to frame an unsettled question, and on a busy district docket you effectively triage what merits the judge's attention — real discretion, hence 10 — but every call is reviewed and can be overridden before it becomes an order, so you never own the outcome the way an Article III judge does." }, "rationale": "The daily work — pulling case law, summarizing records, cite-checking, and producing first-draft bench memos and opinions — is exactly the text-in/text-out labor that current models handle at usable quality, and courts are already piloting AI research tools. What survives is the confidential apprenticeship with a specific judge: reading a hot bench, flagging the weak link in a party's theory, and being a trusted second mind whose judgment the judge tests ideas against. The role is also insulated by institutional tradition and fixed judiciary headcount rather than by market economics, so the count holds even as the task mix hollows out toward review-and-challenge.", "outlook": "Clerkship headcount stays roughly flat because it is budgeted and traditional, but by the mid-2030s the job is mostly reviewing, challenging, and verifying machine-drafted work instead of producing it.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "A judiciary-wide rule making a named human — the clerk or judge — certify that every citation and quotation in a filed opinion was independently verified against the source, extending the AI-certification standing orders already issued by Judge Brantley Starr (N.D. Tex.) and adopted piecemeal in dozens of district courts, plus the Administrative Office's July 2025 interim AI guidance requiring human review of AI-assisted judicial work product. If the certification names the clerk personally and is enforceable by discipline, the drafting role acquires an attestation that cannot be delegated to a model.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: if commercial tools absorb pull-the-cases, summarize-the-record and cite-check, the residual day is adversarial review of machine drafts — finding the fabricated quote, the overruled holding cited as good law, the sub silentio conflict with circuit precedent — which is harder than producing the draft. Watch for chambers reorganizing clerk workflow around verification and bench-memo challenge rather than first drafts.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "trust_premium", "change": "Chambers or Judicial Conference policy barring sealed records, grand jury material, presentence reports and draft opinions from any model not running inside the judiciary's own environment — the confidentiality argument already animating state court AI task forces (e.g. Illinois Supreme Court policy effective Jan 2025, Delaware and Texas judiciary interim policies). If draft opinions legally cannot leave chambers, the trusted-insider second mind is the only reader available.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formalizing the clerk's dissent function: a chambers or circuit practice requiring a written clerk recommendation on record that is separate from the judge's and retained, so the call under ambiguity is attributed. Some appellate staff attorney offices already produce signed recommendation memos on screening panels; extending named-recommendation practice to elbow clerks would make the judgment call owned rather than invisible.", "plausibility": "unlikely", "would_add": 2 } ], "ceiling_note": "Headcount is set by fixed judiciary appropriations and one-to-two-clerks-per-judge tradition, not by output demand, so these levers protect the content of the job more than they protect the count — and conversely, the count could hold at 13,290 while the work becomes machine-review even if none of these levers fire. No lever raises embodiment." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 15260, "wage": 51330 }, { "y": 2018, "emp": 16350, "wage": 53540 }, { "y": 2019, "emp": 16630, "wage": 54010 }, { "y": 2020, "emp": 14690, "wage": 57510 }, { "y": 2021, "emp": 14800, "wage": 50750 }, { "y": 2022, "emp": 15540, "wage": 57490 }, { "y": 2023, "emp": 14680, "wage": 57490 }, { "y": 2024, "emp": 13220, "wage": 60400 }, { "y": 2025, "emp": 13290, "wage": 64920 } ], "from": 2017, "to": 2025, "change_pct": -12.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "lawyers", "title": "Lawyers", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 159670, "overlap": 73, "skills_to_close": [ "Negotiation", "Persuasion", "Management of Personnel Resources", "Operations Analysis" ] }, { "slug": "administrative-law-judges-adjudicators-and-hearing-officers", "title": "Administrative Law Judges, Adjudicators, and Hearing Officers", "verdict": "EXPOSED", "risk_resistance": 58, "median_wage": 117860, "overlap": 73, "skills_to_close": [ "Social Perceptiveness", "Judgment and Decision Making", "Management of Personnel Resources", "Management of Financial Resources" ] } ], "license": "https://cookedindex.com/terms" }