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AI Automation Index
Task-level automation exposure for Government Property Inspectors and Investigators: 13 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
13 of 13 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
417,070 people hold this job — size, not growth
Projected 2025–35
32,700 openings a year · BLS line item
BLS OEWS publishes 54 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$48,950 – $111,030
Highest medians
Lowest medians
State figures come from the 13-1041 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.
13 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
4 tasks
5 tasks
4 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.
Use emerging technologies, such as drones, for remote or automated inspections.
Prepare correspondence, reports of inspections or investigations, or recommendations for action.
text generation — Status notifications drafted and sent by AI
Examine records, reports, or other documents to establish facts or detect discrepancies.
data analysis — Financial accuracy checks, human reviews exceptions
Inspect government property, such as construction sites or public housing, to ensure compliance with contract specifications or legal requirements.
visual inspection — Physical spec verification of facilities/equipment
Investigate alleged license or permit violations.
decision support — Screens applications against criteria; human owns approval
Inspect manufactured or processed products to ensure compliance with contract specifications or legal requirements.
information retrieval — Product compliance check against regulations, human verifies
Collect, identify, evaluate, or preserve case evidence.
physical manipulation — Evidence collection is fieldwork with chain of custody
Submit samples of products to government laboratories for testing, as required.
text generation — Drafting agency communications aided; relationships human
Inspect government-owned equipment or materials in the possession of private contractors to ensure compliance with contracts or regulations or to prevent misuse.
visual inspection — Physical spec verification of facilities/equipment
Investigate applications for special licenses or permits.
information retrieval — Legal research strong, judgment and accountability human
Recommend legal or administrative action to protect government property.
decision support — Compliance guidance drafted; human verifies and owns
Testify in court or at administrative proceedings concerning investigation findings.
interpersonal — Testimony carries legal accountability and live presence
Coordinate with or assist law enforcement agencies in matters of mutual concern.
interpersonal — Enforcement coordination requires legal authority and presence
Monitor investigations of suspected offenders to ensure that they are conducted in accordance with constitutional requirements.
decision support — AI tracks regulatory compliance across documents
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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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