神经科学家
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
0.038
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
0.40
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 39%。
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 % |
|---|---|
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.19-1042 | 0.016445.0 |
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.19-1042 | 0.006317.1 |
Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.19-1042 | 0.004211.4 |
Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings to the scientific audience and general public.19-1042 | 0.004211.4 |
Write and publish articles in scientific journals.19-1042 | 0.00318.6 |
Study animal and human health and physiological processes.19-1042 | 0.00236.4 |
| Not observed on any surface — 7 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. | |
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease. | —0 |
Follow strict safety procedures when handling toxic materials to avoid contamination. | —0 |
Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure. | —0 |
Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites. | —0 |
Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs. | —0 |
Consult with and advise physicians, educators, researchers, and others regarding medical applications of physics, biology, and chemistry. | —0 |
Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, and chromatography systems. | —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 and publish articles in scientific journals.O*NET Task ID 20201 | 1.0 |
Write applications for research grants.O*NET Task ID 23906 | 1.0 |
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.O*NET Task ID 7513 | 0.5 |
Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.O*NET Task ID 7515 | 0.5 |
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.O*NET Task ID 7516 | 0.5 |
Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.O*NET Task ID 7517 | 0.5 |
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.O*NET Task ID 7518 | 0.5 |
Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites.O*NET Task ID 7519 | 0.5 |
Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs.O*NET Task ID 7520 | 0.5 |
Study animal and human health and physiological processes.O*NET Task ID 7521 | 0.5 |
Follow strict safety procedures when handling toxic materials to avoid contamination.O*NET Task ID 7514 | 0.0 |
Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems.O*NET Task ID 7523 | 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