生产文员
办公与行政支持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
0.093
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
0.44
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 28%。
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 13 项工作| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers.43-5061 | 0.015078.4 | 0.001616.7 |
Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications.43-5061 | 0.002513.0 | 0.006164.4 |
Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders.43-5061 | 0.00178.6 | —0 |
Confer with establishment personnel, vendors, or customers to coordinate production or shipping activities and to resolve complaints or eliminate delays. | —0 | 0.001818.9 |
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 documents, such as production schedules, work orders, or staffing tables, to determine personnel or materials requirements or material priorities.O*NET Task ID 11363 | 1.0 |
Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers.O*NET Task ID 11369 | 1.0 |
Distribute production schedules or work orders to departments.O*NET Task ID 11370 | 1.0 |
Maintain files, such as maintenance records, bills of lading, or cost reports.O*NET Task ID 11374 | 1.0 |
Provide documentation and information to account for delays, difficulties, or changes to cost estimates.O*NET Task ID 11378 | 1.0 |
Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications.O*NET Task ID 11362 | 0.5 |
Revise production schedules when required due to design changes, labor or material shortages, backlogs, or other interruptions, collaborating with management, marketing, sales, production, or engineering.O*NET Task ID 11365 | 0.5 |
Confer with establishment personnel, vendors, or customers to coordinate production or shipping activities and to resolve complaints or eliminate delays.O*NET Task ID 11366 | 0.5 |
Record production data, including volume produced, consumption of raw materials, or quality control measures.O*NET Task ID 11367 | 0.5 |
Requisition and maintain inventories of materials or supplies necessary to meet production demands.O*NET Task ID 11368 | 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