Collections Analysts
Business & Financial OperationsAI exposure
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.234
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.60
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 4% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Show 28 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Recommend strategies for clients to meet their financial goals, such as borrowing money through loans or loan programs, declaring bankruptcy, making budget adjustments, or enrolling in debt management plans.13-2071 | 0.107825.5 | 0.013014.8 |
Explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions.13-2071 | 0.101824.1 | 0.00566.4 |
Counsel clients on personal and family financial problems, such as excessive spending or borrowing of funds.13-2071 | 0.047511.2 | 0.00647.2 |
Create debt management plans, spending plans, or budgets to assist clients to meet financial goals.13-2071 | 0.044810.6 | 0.012013.6 |
Calculate amount of debt and funds available to plan methods of payoff and to estimate time for debt liquidation.13-2071 | 0.02576.1 | 0.00171.9 |
Explain services or policies to clients, such as debt management program rules, the advantages and disadvantages of using services, or creditor concession policies.13-2071 | 0.02526.0 | 0.00839.4 |
Recommend educational materials or resources to clients on matters such as financial planning, budgeting, or credit.13-2071 | 0.02185.2 | —0 |
Analyze potential loan markets to find opportunities to promote loans and financial services.13-2071 | 0.00902.1 | 0.00525.9 |
Teach courses or seminars on topics such as budgeting, managing personal finances, or financial literacy.13-2071 | 0.00872.1 | 0.00343.8 |
Assess clients' overall financial situation by reviewing income, assets, debts, expenses, credit reports, or other financial information.13-2071 | 0.00781.8 | 0.00576.5 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Calculate clients' available monthly income to meet debt obligations.O*NET Task ID 18935 | 1.0 |
Estimate time for debt repayment, given amount of debt, interest rates, and available funds.O*NET Task ID 18937 | 1.0 |
Explain services or policies to clients, such as debt management program rules, advantages and disadvantages of using services, or creditor concession policies.O*NET Task ID 18938 | 1.0 |
Prepare written documents to establish contracts with or communicate financial recommendations to clients.O*NET Task ID 18942 | 1.0 |
Explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions.O*NET Task ID 18952 | 1.0 |
Explain loan information to clients, such as available loan types, eligibility requirements, or loan restrictions.O*NET Task ID 18953 | 1.0 |
Advise clients or respond to inquiries about financial matters in person or via phone, email, Web site, or Internet chat.O*NET Task ID 18933 | 0.5 |
Assess clients' overall financial situations by reviewing income, assets, debts, expenses, credit reports, or other financial information.O*NET Task ID 18934 | 0.5 |
Create debt management plans, spending plans, or budgets to assist clients to meet financial goals.O*NET Task ID 18936 | 0.5 |
Interview clients by telephone or in person to gather financial information.O*NET Task ID 18939 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page