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商业与金融

AI暴露度

  • 数据来源: BLS发布时间: 2026-08

    很高· 相对

    低四级相对区间很高

    职业群单位数值

    尺度 · 母数 · 来源

    四级相对类别（低 / 中等 / 高 / 很高）

    以BLS就业预测表中831个细分职业为基数。取值按 NEM（全国就业矩阵）代码给定，因此共用同一 NEM 代码的职业得到相同分档

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: 2026-03

    0.234

    0.000此处所载数值的范围0.745
    尺度 · 母数 · 来源

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    来源数据集

  • 数据来源: ILO发布时间: 2025

    0.60

    0.09此处所载数值的范围0.70

    职业群单位数值

    尺度 · 母数 · 来源

    生成式AI暴露度指数，按发布原值0–1

    ISCO-08职业小类单位 — 共用同一代码的职业取值相同

    本站计算，并非国际劳工组织发布的数值。在本站与 ILO 数据集相连的 1,012 个职业中，达到或高于此值的占 4%。

    来源数据集

该来源发布的是什么性质的数值

BLS的类别是相对排位而非绝对水平，也不是一手测量：它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测，不是采用概率，也不区分自动化与增强。

Task-level exposure

仅显示有暴露的工作
TaskClaude.aiRaw / share %
Explain general financial topics to clients, such as credit report ratings, bankruptcy laws, consumer protection laws, wage attachments, or collection actions.

13-2071

0.234339.3
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

0.072612.2
Create debt management plans, spending plans, or budgets to assist clients to meet financial goals.

13-2071

0.03976.7
Counsel clients on personal and family financial problems, such as excessive spending or borrowing of funds.

13-2071

0.03776.3
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

0.03756.3
Teach courses or seminars on topics such as budgeting, managing personal finances, or financial literacy.

13-2071

0.03175.3
Prepare written documents to establish contracts with or communicate financial recommendations to clients.

13-2071

0.03155.3
Calculate amount of debt and funds available to plan methods of payoff and to estimate time for debt liquidation.

13-2071

0.02384.0
Recommend educational materials or resources to clients on matters such as financial planning, budgeting, or credit.

13-2071

0.01863.1
Assist in selection of financial award candidates using electronic databases to certify loan eligibility.

13-2071

0.01041.7
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
Interview clients by telephone or in person to gather financial information.
—0
Maintain or update records of client account activity, including financial transactions, counseling session notes, correspondence, document images, or client inquiries.
—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
Refer clients to social service or community resources for needs beyond those of credit or debt counseling.
—0
Advise clients on housing matters, such as housing rental, homeownership, mortgage delinquency, or foreclosure prevention.
—0
Conduct research to help clients avoid repossessions or foreclosures or remove levies or wage garnishments.
—0
Create action plans to assist clients in obtaining permanent housing via rent or mortgage programs.
—0
Explain loan information to clients, such as available loan types, eligibility requirements, or loan restrictions.
—0
Investigate missing checks, payment histories, held funds, returned checks, or other related issues to resolve client or creditor problems.
—0
Disburse funds from client accounts to creditors.
—0
Check loan agreements to ensure that they are complete and accurate, according to policies.
—0
Refer loans to loan committees for approval.
—0
Approve loans within specified limits.
—0
Submit applications to credit analysts for verification and recommendation.
—0
Interview applicants and request specified information for loan applications.
—0
Contact applicants or creditors to resolve questions about applications or to assist with completion of paperwork.
—0
Supervise loan personnel.
—0
Confer with underwriters to resolve mortgage application problems.
—0
Petition courts to transfer titles and deeds of collateral to banks.
—0
Compare data on student aid applications with eligibility requirements of assistance programs.
—0
Review accounts to determine write-offs for collection agencies.
—0
Locate debtors using post office directories, utility services account listings, or mailing lists.
—0
Arrange for maintenance or liquidation of delinquent properties.
—0
Authorize or sign mail collection letters.
—0
Open accounts for clients and disburse funds from clients' accounts to creditors.
—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

职业信息