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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

    0.391

    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

    0.37

    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 53%。

    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

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.

TaskβE1 + 0.5 × E2
Prepare and file annual tax returns or prepare financial information so that outside accountants can complete tax returns.

O*NET Task ID 8855

0.5
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.

O*NET Task ID 8856

0.5
Supervise employees performing financial reporting, accounting, billing, collections, payroll, and budgeting duties.

O*NET Task ID 8857

0.5
Delegate authority for the receipt, disbursement, banking, protection, and custody of funds, securities, and financial instruments.

O*NET Task ID 8858

0.5
Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards.

O*NET Task ID 8859

0.5
Conduct or coordinate audits of company accounts and financial transactions to ensure compliance with state and federal requirements and statutes.

O*NET Task ID 8860

0.5
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures.

O*NET Task ID 8861

0.5
Monitor and evaluate the performance of accounting and other financial staff, recommending and implementing personnel actions, such as promotions and dismissals.

O*NET Task ID 8863

0.5
Develop and maintain relationships with banking, insurance, and external accounting personnel to facilitate financial activities.

O*NET Task ID 8864

0.5
Coordinate and direct the financial planning, budgeting, procurement, or investment activities of all or part of an organization.

O*NET Task ID 8865

0.5
Receive cash and checks and make deposits.

O*NET Task ID 8872

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®, Eloundou et al. (2023): see full notices on the Credits page

职业信息