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AI Automation Index
Task-level automation exposure for Administrative Law Judges, Adjudicators, and Hearing Officers: 14 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
14 of 14 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
16,370 people hold this job — size, not growth
Projected 2025–35
500 openings a year · BLS line item
BLS OEWS publishes 42 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$56,830 – $181,060
Highest medians
Lowest medians
State figures come from the 23-1021 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
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.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
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.
14 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
3 tasks
5 tasks
6 tasks
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 →Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.
Review new case law or changes in laws or regulations to stay current on legal precedent.
Monitor and direct the activities of trials and hearings to ensure that they are conducted fairly and that courts administer justice while safeguarding the legal rights of all involved parties.
interpersonal — Courtroom direction is live legal authority
Prepare written opinions and decisions.
decision support — Legal decisions carry accountability; AI only drafts
Conduct hearings to review and decide claims regarding issues, such as social program eligibility, environmental protection, or enforcement of health and safety regulations.
interpersonal — Hearings are live human proceedings
Rule on exceptions, motions, and admissibility of evidence.
decision support — Admissibility rulings are judicial human acts
Research and analyze laws, regulations, policies, and precedent decisions to prepare for hearings and to determine conclusions.
information retrieval — Legal research strong, decision human
Determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
decision support — Legal decisions are accountable human judgment
Issue subpoenas and administer oaths in preparation for formal hearings.
text generation — Draft legal documents; attorney owns final
Explain to claimants how they can appeal rulings that go against them.
decision support — Legal advice carries licensure and liability; human owns
Schedule hearings.
decision support — Legal scheduling coordination is largely clerical with judgment
Review and evaluate data on documents, such as claim applications, birth or death certificates, or physician or employer records.
information retrieval — Legal research strong, decision human
Authorize payment of valid claims and determine method of payment.
decision support — Settlement authorization is high-stakes human judgment
Confer with individuals or organizations involved in cases to obtain relevant information.
interpersonal — Claimant interviews require human assessment
Recommend the acceptance or rejection of claims or compromise settlements according to laws, regulations, policies, and precedent decisions.
decision support — Legal advice carries licensure and liability; human owns
Conduct studies of appeals procedures in field agencies to ensure adherence to legal requirements and to facilitate determination of cases.
information retrieval — Legal research strong, decision human
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
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 →Related Article
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