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AI Automation Index
Task-level automation exposure for Tax Examiners and Collectors, and Revenue Agents: 21 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
21 of 21 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
56,610 people hold this job — size, not growth
Projected 2025–35
4,400 openings a year · BLS line item
BLS OEWS publishes 51 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$41,860 – $96,420
Highest medians
Lowest medians
State figures come from the 13-2081 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.
21 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
15 tasks
5 tasks
1 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 →Send notices to taxpayers when accounts are delinquent.
text generation — Status notifications drafted and sent by AI
Confer with taxpayers or their representatives to discuss the issues, laws, and regulations involved in returns, and to resolve problems with returns.
information retrieval — AI explains policies; human handles live questions
Notify taxpayers of any overpayment or underpayment, and either issue a refund or request further payment.
text generation — Status notifications drafted and sent by AI
Maintain records for each case, including contacts, telephone numbers, and actions taken.
text generation — Legal documentation drafted; human owns accuracy
Contact taxpayers by mail or telephone to address discrepancies and to request supporting documentation.
text generation — Written correspondence to customers is largely automatable
Answer questions from taxpayers and assist them in completing tax forms.
text generation — Written correspondence to customers is largely automatable
Collect taxes from individuals or businesses according to prescribed laws and regulations.
physical manipulation — In-person payment handling; some digital automation
Determine appropriate methods of debt settlement, such as offers of compromise, wage garnishment, or seizure and sale of property.
decision support — Financial plans drafted; fiduciary accountability human
Check tax forms to verify that names and taxpayer identification numbers are correct, that computations have been performed correctly, or that amounts match those on supporting documentation.
data analysis — Cross-checking records against criteria, human spot-checks
Examine and analyze tax assets and liabilities to determine resolution of delinquent tax problems.
data analysis — Financial status from documents, human verifies
Impose payment deadlines on delinquent taxpayers and monitor payments to ensure that deadlines are met.
text generation — Status notifications drafted and sent by AI
Direct service of legal documents, such as subpoenas, warrants, notices of assessment, and garnishments.
interpersonal — Overseeing business processes requires human accountability
Review filed tax returns to determine whether claimed tax credits and deductions are allowed by law.
data analysis — Examines records for anomalies; human validates findings
Maintain knowledge of tax code changes, and of accounting procedures and theory to properly evaluate financial information.
information retrieval — AI tracks regulatory changes; human confirms applicability
Investigate claims of inability to pay taxes by researching court information for the status of liens, mortgages, or financial statements, or by locating assets through third parties.
information retrieval — Gather financial records, human verifies authenticity
Review selected tax returns to determine the nature and extent of audits to be performed on them.
data analysis — Examines records for anomalies; human validates findings
Examine accounting systems and records to determine whether accounting methods used were appropriate and in compliance with statutory provisions.
data analysis — Examines records for anomalies; human validates findings
Participate in informal appeals hearings on contested cases from other agents.
interpersonal — Testimony carries legal accountability and live presence
Prepare briefs and assist in searching and seizing records to prepare charges and documentation for court cases.
text generation — Draft legal docs; attorney owns accuracy
Enter tax return information into computers for processing.
data analysis — Enter and maintain data in information systems
Secure a taxpayer's agreement to discharge a tax assessment or submit contested determinations to other administrative or judicial conferees for appeals hearings.
text generation — Drafting agency communications aided; relationships 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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