化学家
生命、物理与社会科学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
0.261
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
0.39
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 44%。
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 % |
|---|---|---|
Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.19-2031 | 0.0600100.0 | 0.1200100.0 |
Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.19-2031 | 0.00000.0 | 0.00000.0 |
Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests. | —0 | 0.00000.0 |
| Not observed on any surface — 9 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. | ||
Develop, improve, or customize products, equipment, formulas, processes, or analytical methods. | —0 | —0 |
Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests. | —0 | —0 |
Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials. | —0 | —0 |
Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis. | —0 | —0 |
Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests. | —0 | —0 |
Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed. | —0 | —0 |
Conduct quality control tests. | —0 | —0 |
Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed. | —0 | —0 |
Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date. | —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 |
|---|---|
Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.O*NET Task ID 1511 | 1.0 |
Analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques.O*NET Task ID 1505 | 0.5 |
Develop, improve, or customize products, equipment, formulas, processes, or analytical methods.O*NET Task ID 1506 | 0.5 |
Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.O*NET Task ID 1507 | 0.5 |
Confer with scientists or engineers to conduct analyses of research projects, interpret test results, or develop nonstandard tests.O*NET Task ID 1508 | 0.5 |
Direct, coordinate, or advise personnel in test procedures for analyzing components or physical properties of materials.O*NET Task ID 1509 | 0.5 |
Study effects of various methods of processing, preserving, or packaging on composition or properties of foods.O*NET Task ID 1512 | 0.5 |
Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.O*NET Task ID 20388 | 0.5 |
Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.O*NET Task ID 20389 | 0.5 |
Induce changes in composition of substances by introducing heat, light, energy, or chemical catalysts for quantitative or qualitative analysis.O*NET Task ID 1510 | 0.0 |
Prepare test solutions, compounds, or reagents for laboratory personnel to conduct tests.O*NET Task ID 1513 | 0.0 |
Maintain laboratory instruments to ensure proper working order and troubleshoot malfunctions when needed.O*NET Task ID 18474 | 0.0 |
Conduct quality control tests.O*NET Task ID 18475 | 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