{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/court-municipal-and-license-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": "Court, Municipal, and License Clerks", "soc_code": "43-4031", "category": "Office", "us_employment": 179750, "median_annual_wage": 48700 }, "verdict": "COOKED", "risk_resistance": 32, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 5, "embodiment": 7, "liability_shield": 8, "trust_premium": 6, "judgment_accountability": 6 }, "reasoning": { "task_resistance": "Checking a marriage-license application against a statutory checklist, keying case captions and dispositions into Odyssey or Tyler, generating the next-term docket from filing dates, and receipting a fine to the right fund code are all rule-bound steps that e-filing portals and self-service license kiosks already execute without a clerk in the loop, which is why this sits at 5 rather than mid-range.", "embodiment": "A 7 reflects the real physical residue: stamping and date-filing paper pleadings, pulling and refiling case jackets, taking custody of exhibits, notarizing in person, and standing at a public counter — all inside a climate-controlled courthouse or city hall, not in the field, so nothing here approaches the uncontrolled-environment band.", "liability_shield": "Deputy clerks are typically sworn or bonded and certify records under state statute, and some states require a certified municipal clerk credential, but the seal derives from the office rather than a personal professional licence — a judge or city attorney absorbs consequences for a bad ruling or ordinance, and 8 marks that oath-and-bond middle ground rather than 12-plus personal exposure.", "trust_premium": "At 6, the counter interaction matters — regulars filing recurring permits, a pro se litigant who needs the same instruction three times — but the public is transacting with the clerk's office, not choosing you, and nobody drives to the next county because they prefer a particular clerk.", "judgment_accountability": "The recurring calls — is this filing timely, does this application lack a required document, what fee schedule applies, is this record sealed — resolve against court rules, ordinances, and retention schedules, and the standing instruction on genuine ambiguity is to refer it to the judge or clerk of court, which caps discretion at 6." }, "rationale": "The bulk of this work — reviewing license applications for completeness, entering case data, preparing dockets and calendars, calculating and receipting fees, issuing routine certificates and permits — is exactly the structured form-and-record processing that online portals plus AI intake now handle end to end. What holds is the in-person counter and courtroom presence: swearing witnesses, handling paper filings and evidence, calming distressed litigants, and certifying records under statutory authority. The modal worker is a records-and-counter clerk in a municipal office, not a deputy clerk of court running a courtroom; the latter tier is meaningfully more protected.", "outlook": "Expect steady headcount decline over ten years as e-filing, self-service licensing portals, and automated docketing absorb the processing work, with surviving jobs concentrated in courtroom deputy clerk roles and certified records custodianship.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State statutes and court rules that name a specific human deputy clerk as the officer who attests, certifies, and affixes the seal to filings and records — e.g. rules requiring a sworn clerk's signature for certified copies, writs, and judgment entries, and state e-filing rules (as in several state judicial council orders) that make the clerk personally responsible for accepting or rejecting a filing. If a state expands this to require a named clerk to countersign any AI-assisted docket entry or case-initiation decision, and to be answerable for defects, the shield rises. Also notary-commission and oath-administration statutes reserving these acts to a commissioned human.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Task-mix shift plus explicit rule assignment: as portals absorb intake, the residual work is the clerk's quasi-judicial calls — rejecting a non-conforming filing, sealing or redacting under privacy rules, setting or rescheduling calendar conflicts, determining indigency/fee-waiver eligibility, issuing bench warrants or marriage licenses where statute gives the clerk discretion. If a court adopts a written policy that AI output on these is advisory only and the clerk owns the call (mirroring how some courts already forbid automated rejection of pro se filings), accountability concentrates in the surviving role.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier occupation: the routine tier (data entry, fee receipting, form completeness) automates first, leaving courtroom deputy work — swearing witnesses, real-time minute entries during hearings, exhibit custody, chain-of-custody logging, handling self-represented and distressed litigants at the counter. If a jurisdiction consolidates staffing so remaining clerks are courtroom/records-custodian deputies rather than intake processors, measured resistance of the remaining job rises even with no new law.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "Physical evidence and paper-original custody rules: statutes and evidence rules requiring wet-ink originals for wills, land records, bonds, and sealed exhibits, plus in-person identity verification for marriage licenses and some vital records. If states resist remote/electronic marriage licensing and keep original-document custody duties with the clerk's office, the physical component holds.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this stays in the low-to-mid range: the modal worker is a municipal counter clerk, and the protections attach to the smaller deputy-clerk-of-court tier. Trust premium has no realistic route — no member of the public chooses a courthouse or DMV for its human staff, and budget pressure runs the other way. Headcount decline can coexist with rising scores for those who remain." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 32, 32 ], "run_verdicts": [ "COOKED", "COOKED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 133330, "wage": 37300 }, { "y": 2018, "emp": 142350, "wage": 38450 }, { "y": 2019, "emp": 154020, "wage": 39380 }, { "y": 2020, "emp": 156100, "wage": 40930 }, { "y": 2021, "emp": 150170, "wage": 44610 }, { "y": 2022, "emp": 159760, "wage": 44140 }, { "y": 2023, "emp": 157960, "wage": 46110 }, { "y": 2024, "emp": 170010, "wage": 47700 }, { "y": 2025, "emp": 179750, "wage": 48700 } ], "from": 2017, "to": 2025, "change_pct": 34.8, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "private-detectives-and-investigators", "title": "Private Detectives and Investigators", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 51220, "overlap": 62, "skills_to_close": [ "Complex Problem Solving", "Active Learning", "Negotiation", "Critical Thinking" ] } ], "license": "https://cookedindex.com/terms" }