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AI Automation Index
Task-level automation exposure for Credit Authorizers, Checkers, and Clerks: 16 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
16 of 16 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
12,030 people hold this job — size, not growth
Projected 2025–35
900 openings a year · BLS line item
BLS OEWS publishes 34 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$30,490 – $62,930
Highest medians
Lowest medians
State figures come from the 43-4041 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.
16 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
8 tasks
7 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 →Keep records of customers' charges and payments.
data analysis — Maintain financial records; human reconciles exceptions
Compile and analyze credit information gathered by investigation.
data analysis — Compiling data or documentation is largely automatable
Obtain information about potential creditors from banks, credit bureaus, and other credit services, and provide reciprocal information if requested.
information retrieval — Data gathering aided; verification and consent human
Interview credit applicants by telephone or in person to obtain personal and financial data needed to complete credit report.
interpersonal — Live interviewing is human relational work
Evaluate customers' computerized credit records and payment histories to decide whether to approve new credit, based on predetermined standards.
data analysis — Financial analysis from given data; human reviews
File sales slips in customers' ledgers for billing purposes.
physical manipulation — Filing physical documents requires hands in the world
Receive charge slips or credit applications by mail, or receive information from salespeople or merchants by telephone.
information retrieval — Data gathering aided; verification and consent human
Mail charge statements to customers.
text generation — Sending digital materials automatable; physical mailing human
Examine city directories and public records to verify residence property ownership, bankruptcies, liens, arrest record, or unpaid taxes of applicants.
information retrieval — Search files and references for info
Relay credit report information to subscribers by mail or by telephone.
interpersonal — Account discussions need human relationship and judgment
Prepare credit cards or charge account plates.
data analysis — Financial execution software-mediated; authorization human
Call customers to collect payment on delinquent accounts.
interpersonal — Account discussions need human relationship and judgment
Consult with customers to resolve complaints or verify financial or credit transactions.
text generation — Written correspondence to customers is largely automatable
Contact former employers and other acquaintances to verify applicants' references, employment, health history, or social behavior.
information retrieval — Data gathering aided; verification and consent human
Prepare reports of findings and recommendations.
text generation — Compliance docs drafted; human owns regulatory accuracy
Review individual or commercial customer files to identify and select delinquent accounts for collection.
data analysis — Examines records for anomalies; human validates findings
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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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