Gini Loh System Tools

AI Automation Index

Will AI Replace Court, Municipal, and License Clerks?

Task-level automation exposure for Court, Municipal, and License Clerks: 29 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

62% weighted task index

29 of 29 tasks scored

Median Salary

$48,700 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

179,750 people hold this job — size, not growth

Projected 2025–35

+3.4% employment change

17,100 openings a year · BLS line item

Pay by state

BLS OEWS publishes 51 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$36,960 – $66,130

Highest medians

District of Columbia $66,130
Washington $64,680
California $63,320
Massachusetts $61,730
Rhode Island $61,670

Lowest medians

Arkansas $36,960
Mississippi $37,210
West Virginia $37,810
Alabama $38,360
Oklahoma $39,120

State figures come from the 43-4031 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 62%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 5%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 32%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 35%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 19/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

29 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 54%

16 tasks

Medium exposure (≥ 35%) 41%

12 tasks

Low exposure (below 35%) 4%

1 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#23295 · Core · 40% automatable

Plan or direct the maintenance, filing, safekeeping, or computerization of all municipal documents.

interpersonal — Managing clerical staff is supervisory accountability

Manage clerical or administrative activities.
#23282 · Core · 80% automatable

Examine legal documents submitted to courts for adherence to laws or court procedures.

text generation — Document compliance checking against requirements is automatable

Examine documents to verify adherence to requirements.
#23278 · Core · 70% automatable

Record case dispositions, court orders, or arrangements made for payment of court fees.

text generation — Recording legal info drafted; human confirms facts

Record information about legal matters.
#23288 · Core · 62% automatable

Answer inquiries from the general public regarding judicial procedures, court appearances, trial dates, adjournments, outstanding warrants, summonses, subpoenas, witness fees, or payment of fines.

information retrieval — AI explains policies; human handles live questions

Explain regulations, policies, or procedures.
#23283 · Core · 71% automatable

Perform general office duties, such as taking or transcribing dictation, typing or proofreading correspondence, distributing or filing official forms, or scheduling appointments.

text generation — Proofreading text for accuracy is core LLM strength

Proofread documents, records, or other files to ensure accuracy. Schedule appointments. Issue documentation or identification to customers or employees.
#23270 · Core · 30% automatable

Question applicants to obtain required information, such as name, address, or age, and record data on prescribed forms.

interpersonal — Live interviewing is human relational work

Interview employees, customers, or others to collect information.
#23290 · Core · 62% automatable

Instruct parties about timing of court appearances.

information retrieval — AI explains policies; human handles live questions

Explain regulations, policies, or procedures.
#23284 · Core · 42% automatable

Perform administrative tasks, such as answering telephone calls, filing court documents, or maintaining office supplies or equipment.

interpersonal — Call routing automatable; nuanced calls need human

Maintain office equipment in proper operating condition. Answer telephones to direct calls or provide information.
#23285 · Core · 55% automatable

Respond to requests for information from the public, other municipalities, state officials, or state and federal legislative offices.

information retrieval — Public info provision partly automatable; accountability human

Provide information to the general public. Communicate with government agencies.
#23287 · Core · 45% automatable

Coordinate or maintain office tracking systems for correspondence or follow-up actions.

interpersonal — Operational coordination requires live human orchestration

Coordinate operational activities.
#23291 · Core · 85% automatable

Research information in the municipal archives upon request of public officials or private citizens.

information retrieval — Search files and references for info

Search files, databases or reference materials to obtain needed information.
#23281 · Supplemental · 58% automatable

Prepare documents recording the outcomes of court proceedings.

text generation — Draft legal documents; attorney owns final

Prepare legal documents.
#23267 · Supplemental · 85% automatable

Evaluate information on applications to verify completeness and accuracy and to determine whether applicants are qualified to obtain desired licenses.

data analysis — Transactional data verification is rule-based and reliable

Verify accuracy of financial or transactional data.
#23276 · Supplemental · 58% automatable

Prepare ordinances, resolutions, or proclamations so that they can be executed, recorded, archived, or distributed.

text generation — Draft legal documents; attorney owns final

Prepare legal documents.
#23294 · Supplemental · 38% automatable

Issue various permits and licenses, such as marriage, fishing, hunting, and dog licenses, and collect appropriate fees.

decision support — License issuance carries legal authority and verification

Issue certificates or licenses. Collect deposits, payments or fees.
#23271 · Supplemental · 68% automatable

Issue public notification of all official activities or meetings.

text generation — Compliance docs drafted; human owns regulatory accuracy

Prepare documentation for contracts, transactions, or regulatory compliance.
#23277 · Supplemental · 80% automatable

Code information on license applications for entry into computers.

data analysis — Coding data automatable with human review

Code data or other information.
#23272 · Supplemental · 80% automatable

Record and maintain all vital and fiscal records and accounts.

data analysis — Maintain financial records; human reconciles exceptions

Maintain financial or account records.
#23296 · Supplemental · 55% automatable

Prepare dockets or calendars of cases to be called.

decision support — Legal scheduling coordination is largely clerical with judgment

Coordinate legal schedules or activities.
#23275 · Supplemental · 58% automatable

Prepare and issue orders of the court, such as probation orders, release documentation, sentencing information, or summonses.

text generation — Draft legal documents; attorney owns final

Prepare legal documents.
#23274 · Supplemental · 83% automatable

Prepare meeting agendas or packets of related information.

text generation — Prepare reference materials from source content

Prepare informational or reference materials.
#23269 · Supplemental · 50% automatable

Record and edit the minutes of meetings and distribute to appropriate officials or staff members.

text generation — Summarize meeting proceedings; human verifies accuracy

Record information from meetings or other formal proceedings. Distribute materials to employees or customers.
#23289 · Supplemental · 40% automatable

Train other workers or coordinate their work, as necessary.

interpersonal — General personnel training is human-led and relational

Train personnel.
#23273 · Supplemental · 62% automatable

Answer questions or provide advice to the public regarding licensing policies, procedures, or regulations.

information retrieval — AI explains policies; human handles live questions

Explain regulations, policies, or procedures.
#23292 · Supplemental · 60% automatable

Perform contract administration duties, assisting with bid openings or the awarding of contracts.

text generation — Broad clerical tasks partly automatable, human oversees exceptions

Perform administrative or clerical tasks.
#23280 · Supplemental · 85% automatable

Perform record checks on past or current licensees, as required by investigations.

information retrieval — Search files and references for info

Search files, databases or reference materials to obtain needed information.
#23279 · Supplemental · 78% automatable

Perform budgeting duties, such as assisting in budget preparation, expenditure review, or budget administration.

data analysis — Financial analysis from given data; human reviews

Analyze financial information.
#23268 · Supplemental · 80% automatable

Verify the authenticity of documents, such as foreign identification or immigration documents.

text generation — Document compliance checking against requirements is automatable

Examine documents to verify adherence to requirements.
#23286 · Supplemental · 57% automatable

Search files and contact witnesses, attorneys, or litigants to obtain information for the court.

information retrieval — Search files and references for info

Search files, databases or reference materials to obtain needed information. Interview employees, customers, or others to collect information.
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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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