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管理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
- 数据来源: Anthropic发布时间: 2026-03
0.033
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.38
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 48%。
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
显示隐藏的 43 项工作| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.11-1011 | 0.130086.7 | 0.730089.0 |
Prepare or present reports concerning activities, expenses, budgets, government statutes or rulings, or other items affecting businesses or program services.11-1011 | 0.01006.7 | 0.00000.0 |
Review and analyze legislation, laws, or public policy and recommend changes to promote or support interests of the general population or special groups.11-1011 | 0.01006.7 | —0 |
Review reports submitted by staff members to recommend approval or to suggest changes.11-1011 | 0.00000.0 | 0.07008.5 |
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.11-1011 | 0.00000.0 | 0.01001.2 |
Interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.11-1011 | 0.00000.0 | 0.01001.2 |
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 |
|---|---|
Review reports submitted by staff members to recommend approval or to suggest changes.O*NET Task ID 8830 | 1.0 |
Deliver speeches, write articles, or present information at meetings or conventions to promote services, exchange ideas, or accomplish objectives.O*NET Task ID 8839 | 1.0 |
Nominate citizens to boards or commissions.O*NET Task ID 8842 | 1.0 |
Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.O*NET Task ID 8823 | 0.5 |
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.O*NET Task ID 8825 | 0.5 |
Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.O*NET Task ID 8826 | 0.5 |
Prepare budgets for approval, including those for funding or implementation of programs.O*NET Task ID 8827 | 0.5 |
Direct or coordinate activities of businesses or departments concerned with production, pricing, sales, or distribution of products.O*NET Task ID 8828 | 0.5 |
Negotiate or approve contracts or agreements with suppliers, distributors, federal or state agencies, or other organizational entities.O*NET Task ID 8829 | 0.5 |
Direct human resources activities, including the approval of human resource plans or activities, the selection of directors or other high-level staff, or establishment or organization of major departments.O*NET Task ID 8832 | 0.5 |
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