संग्रहण विश्लेषक
व्यापार और वित्तAI एक्सपोजर
- डेटा स्रोत: BLSप्रकाशन: 2026-08
बहुत उच्च· सापेक्ष
कमचार सापेक्ष श्रेणियाँबहुत उच्चव्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
चार सापेक्ष बैंड (कम / मध्यम / उच्च / बहुत उच्च)
BLS रोज़गार पूर्वानुमान तालिका के 831 विस्तृत व्यवसायों के आधार पर। मान NEM (नेशनल एम्प्लॉयमेंट मैट्रिक्स) कोड के स्तर पर दिया जाता है, इसलिए एक ही NEM कोड वाले व्यवसायों को वही बैंड मिलता है
- डेटा स्रोत: Anthropicप्रकाशन: 2026-03
0.234
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.60
0.09यहाँ दिए गए मानों की सीमा0.70व्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
जेनरेटिव AI एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1
ISCO-08 यूनिट समूह — समान कोड वाले सभी व्यवसायों को यही मान मिलता है
यह इस साइट की गणना है, ILO द्वारा प्रकाशित आँकड़ा नहीं: इस साइट द्वारा ILO डेटासेट से जोड़े गए 1,012 व्यवसायों में से 4% इस मान के बराबर या उससे अधिक हैं।
यह स्रोत किस प्रकार का आँकड़ा प्रकाशित करता है
BLS की श्रेणी सापेक्ष रैंक है, निरपेक्ष स्तर नहीं, और यह प्रथम-हस्त माप भी नहीं है: यह कई प्रकाशित अध्ययनों में व्यवसाय की पर्सेंटाइल रैंकों को चार बैंडों में बांटती है। यह रोज़गार या वेतन का पूर्वानुमान नहीं है, न अपनाए जाने की संभावना, और यह स्वचालन और संवर्धन में अंतर नहीं करती।
Task-level exposure
केवल एक्सपोज़र वाले कार्य| 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 | 0.110320.6 | 0.00797.1 |
Explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions.13-2071 | 0.109720.4 | 0.00333.0 |
Counsel clients on personal and family financial problems, such as excessive spending or borrowing of funds.13-2071 | 0.066412.4 | 0.01099.8 |
Create debt management plans, spending plans, or budgets to assist clients to meet financial goals.13-2071 | 0.064312.0 | 0.00797.1 |
Recommend educational materials or resources to clients on matters such as financial planning, budgeting, or credit.13-2071 | 0.03847.2 | 0.00827.4 |
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 | 0.03145.9 | 0.00746.6 |
Calculate amount of debt and funds available to plan methods of payoff and to estimate time for debt liquidation.13-2071 | 0.02644.9 | 0.00302.7 |
Teach courses or seminars on topics such as budgeting, managing personal finances, or financial literacy.13-2071 | 0.02113.9 | 0.00272.4 |
Estimate time for debt repayment given amount of debt, interest rates, and available funds.13-2071 | 0.01282.4 | —0 |
Analyze potential loan markets to find opportunities to promote loans and financial services.13-2071 | 0.00941.8 | 0.00252.2 |
| Not observed on any surface — 26 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 |
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 |
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