債権回収アナリスト
ビジネス・金融AI露出度
- データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.234
0.000ここに掲載された値の範囲0.745尺度・母数・出典
- データ出典: ILO公表時点: 2025
0.60
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは4%です。
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
露出のある作業のみ| 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 |
| Not observed on any surface — 28 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 |
Interview clients by telephone or in person to gather financial information. | —0 | —0 |
Negotiate with creditors on behalf of clients to arrange for payment adjustments, interest rate reductions, time extensions, or to set up payment plans. | —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. | —0 | —0 |
Refer clients to social service or community resources for needs beyond those of credit or debt counseling. | —0 | —0 |
Advise clients on housing matters, such as housing rental, homeownership, mortgage delinquency, or foreclosure prevention. | —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 |
Explain loan information to clients, such as available loan types, eligibility requirements, or loan restrictions. | —0 | —0 |
Investigate missing checks, payment histories, held funds, returned checks, or other related issues to resolve client or creditor problems. | —0 | —0 |
Disburse funds from client accounts to creditors. | —0 | —0 |
Check loan agreements to ensure that they are complete and accurate, according to policies. | —0 | —0 |
Refer loans to loan committees for approval. | —0 | —0 |
Approve loans within specified limits. | —0 | —0 |
Submit applications to credit analysts for verification and recommendation. | —0 | —0 |
Establish payment priorities according to credit terms and interest rates to reduce clients' overall costs. | —0 | —0 |
Contact applicants or creditors to resolve questions about applications or to assist with completion of paperwork. | —0 | —0 |
Maintain current knowledge of credit regulations. | —0 | —0 |
Supervise loan personnel. | —0 | —0 |
Assist in selection of financial award candidates using electronic databases to certify loan eligibility. | —0 | —0 |
Confer with underwriters to resolve mortgage application problems. | —0 | —0 |
Petition courts to transfer titles and deeds of collateral to banks. | —0 | —0 |
Compare data on student aid applications with eligibility requirements of assistance programs. | —0 | —0 |
Review accounts to determine write-offs for collection agencies. | —0 | —0 |
Locate debtors using post office directories, utility services account listings, or mailing lists. | —0 | —0 |
Arrange for maintenance or liquidation of delinquent properties. | —0 | —0 |
Authorize or sign mail collection letters. | —0 | —0 |
Open accounts for clients and disburse funds from clients' accounts to creditors. | —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