Analystes de Recouvrement
Affaires et FinancesExposition à l'IA
- Source des données: BLSPublié: 2026-08
Très élevée· relative
FaibleQuatre bandes relativesTrès élevéeValeur par groupe professionnel
Échelle, base et source
Quatre bandes relatives (Faible / Modérée / Élevée / Très élevée)
831 métiers détaillés du tableau des projections d'emploi du BLS. La valeur est attribuée par code de la National Employment Matrix (NEM), si bien que les métiers partageant un code NEM reçoivent la même bande
- Source des données: AnthropicPublié: 2026-03
0.234
0.000Étendue des valeurs présentées ici0.745Échelle, base et source
- Source des données: ILOPublié: 2025
0.60
0.09Étendue des valeurs présentées ici0.70Valeur par groupe professionnel
Échelle, base et source
Indice d'exposition à l'IA générative, 0–1 tel que publié
Groupe de base CITP-08 — tous les métiers partageant le code reçoivent cette valeur
Calculé par ce site, non publié par l'OIT : sur les 1 012 professions que ce site relie au jeu de données de l'OIT, 4% atteignent ou dépassent cette valeur.
Quelle est la nature de la valeur publiée par cette source
La catégorie BLS est un rang relatif et non un niveau absolu, et ce n'est pas une mesure de première main : elle regroupe en quatre bandes les rangs centiles du métier dans plusieurs études publiées. Ce n'est ni une prévision d'emploi ou de salaire, ni une probabilité d'adoption, et elle ne distingue pas automatisation et augmentation.
Task-level exposure
Tâches exposées uniquement| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Advise clients or respond to inquiries about financial matters in person or via phone, email, Web site, or Internet chat.13-2071 | 1.370093.2 | 0.2700100.0 |
Prepare written documents to establish contracts with or communicate financial recommendations to clients.13-2071 | 0.04002.7 | 0.00000.0 |
Advise clients on housing matters, such as housing rental, homeownership, mortgage delinquency, or foreclosure prevention.13-2071 | 0.04002.7 | 0.00000.0 |
Create debt management plans, spending plans, or budgets to assist clients to meet financial goals.13-2071 | 0.01000.7 | 0.00000.0 |
Explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions.13-2071 | 0.01000.7 | 0.00000.0 |
Assess clients' overall financial situations by reviewing income, assets, debts, expenses, credit reports, or other financial information.13-2071 | 0.00000.0 | 0.00000.0 |
Explain services or policies to clients, such as debt management program rules, advantages and disadvantages of using services, or creditor concession policies.13-2071 | 0.00000.0 | 0.00000.0 |
Teach courses or seminars on topics, such as budgeting, management of personal finances, or financial literacy.13-2071 | 0.00000.0 | 0.00000.0 |
Estimate time for debt repayment, given amount of debt, interest rates, and available funds.13-2071 | 0.00000.0 | —0 |
Prioritize client debt repayment to avoid dire consequences, such as bankruptcy or foreclosure or to reduce overall costs, such as by paying high-interest or short-term loans first.13-2071 | 0.00000.0 | —0 |
Recommend educational materials or resources to clients on matters, such as financial planning, budgeting, or credit.13-2071 | 0.00000.0 | —0 |
Explain loan information to clients, such as available loan types, eligibility requirements, or loan restrictions.13-2071 | 0.00000.0 | —0 |
Interview clients by telephone or in person to gather financial information. | —0 | 0.00000.0 |
| Not observed on any surface — 10 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Calculate clients' available monthly income to meet debt obligations. | —0 | —0 |
Maintain or update records of client account activity, including financial transactions, counseling session notes, correspondence, document images, or client inquiries. | —0 | —0 |
Negotiate with creditors on behalf of clients to arrange for payment adjustments, interest rate reductions, time extensions, or payment plans. | —0 | —0 |
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. | —0 | —0 |
Refer clients to social service or community resources for needs beyond those of credit or debt counseling. | —0 | —0 |
Review changes to financial, family, or employment situations to determine whether changes to existing debt management plans, spending plans, or budgets are needed. | —0 | —0 |
Conduct research to help clients avoid repossessions or foreclosures or remove levies or wage garnishments. | —0 | —0 |
Create action plans to assist clients in obtaining permanent housing via rent or mortgage programs. | —0 | —0 |
Disburse funds from client accounts to creditors. | —0 | —0 |
Investigate missing checks, payment histories, held funds, returned checks, or other related issues to resolve client or creditor problems. | —0 | —0 |
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 |
Disburse funds from client accounts to creditors.O*NET Task ID 18951 | 0.0 |
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