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教育与培训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
0.135
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
0.47
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 23%。
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Select and edit documents for publication and display, applying knowledge of subject, literary expression, and presentation techniques.25-4011 | 0.191385.5 | 0.054879.1 |
Provide reference services and assistance for users needing archival materials.25-4011 | 0.01315.9 | 0.00162.3 |
Research and record the origins and historical significance of archival materials.25-4011 | 0.00502.2 | —0 |
Prepare archival records, such as document descriptions, to allow easy access to information.25-4011 | 0.00482.1 | 0.00395.6 |
Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology.25-4011 | 0.00381.7 | 0.007110.2 |
Authenticate and appraise historical documents and archival materials.25-4011 | 0.00241.1 | —0 |
Organize archival records and develop classification systems to facilitate access to archival materials.25-4011 | 0.00170.8 | —0 |
Locate new materials and direct their acquisition and display.25-4011 | 0.00170.8 | —0 |
Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials. | —0 | 0.00192.7 |
| Not observed on any surface — 4 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. | ||
Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary. | —0 | —0 |
Establish and administer policy guidelines concerning public access and use of materials. | —0 | —0 |
Specialize in an area of history or technology, researching topics or items relevant to collections to determine what should be retained or acquired. | —0 | —0 |
Coordinate educational and public outreach programs, such as tours, workshops, lectures, and classes. | —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 |
|---|---|
Prepare archival records, such as document descriptions, to allow easy access to information.O*NET Task ID 7635 | 1.0 |
Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology.O*NET Task ID 7630 | 0.5 |
Organize archival records and develop classification systems to facilitate access to archival materials.O*NET Task ID 7631 | 0.5 |
Authenticate and appraise historical documents and archival materials.O*NET Task ID 7632 | 0.5 |
Provide reference services and assistance for users needing archival materials.O*NET Task ID 7633 | 0.5 |
Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials.O*NET Task ID 7634 | 0.5 |
Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary.O*NET Task ID 7636 | 0.5 |
Establish and administer policy guidelines concerning public access and use of materials.O*NET Task ID 7637 | 0.5 |
Locate new materials and direct their acquisition and display.O*NET Task ID 7638 | 0.5 |
Research and record the origins and historical significance of archival materials.O*NET Task ID 7639 | 0.5 |
Coordinate educational and public outreach programs, such as tours, workshops, lectures, and classes.O*NET Task ID 7641 | 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