流行病学家
生命、物理与社会科学AI暴露度
- 数据来源: BLS发布时间: 2026-08
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
0.000
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 % | APIRaw / share % |
|---|---|---|
Consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.19-1041 | 0.019344.0 | —0 |
Educate healthcare workers, patients, and the public about infectious and communicable diseases, including disease transmission and prevention.19-1041 | 0.012027.3 | —0 |
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.19-1041 | 0.008218.7 | —0 |
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.19-1041 | 0.00245.5 | 0.0016100.0 |
Communicate research findings on various types of diseases to health practitioners, policy makers, and the public.19-1041 | 0.00204.6 | —0 |
| Not observed on any surface — 10 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. | ||
Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement. | —0 | —0 |
Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission. | —0 | —0 |
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease. | —0 | —0 |
Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians and others. | —0 | —0 |
Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection and analysis. | —0 | —0 |
Conduct research to develop methodologies, instrumentation and procedures for medical application, analyzing data and presenting findings. | —0 | —0 |
Supervise professional, technical and clerical personnel. | —0 | —0 |
Identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies or scientific studies or surveys. | —0 | —0 |
Monitor and report incidents of infectious diseases to local and state health agencies. | —0 | —0 |
Prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue. | —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 |
|---|---|
Oversee public health programs, including statistical analysis, health care planning, surveillance systems, and public health improvement.O*NET Task ID 5421 | 0.5 |
Investigate diseases or parasites to determine cause and risk factors, progress, life cycle, or mode of transmission.O*NET Task ID 5422 | 0.5 |
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.O*NET Task ID 5423 | 0.5 |
Plan, administer and evaluate health safety standards and programs to improve public health, conferring with health department, industry personnel, physicians, and others.O*NET Task ID 5424 | 0.5 |
Provide expertise in the design, management and evaluation of study protocols and health status questionnaires, sample selection, and analysis.O*NET Task ID 5425 | 0.5 |
Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings.O*NET Task ID 5426 | 0.5 |
Consult with and advise physicians, educators, researchers, government health officials and others regarding medical applications of sciences, such as physics, biology, and chemistry.O*NET Task ID 5427 | 0.5 |
Identify and analyze public health issues related to foodborne parasitic diseases and their impact on public policies, scientific studies, or surveys.O*NET Task ID 5429 | 0.5 |
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.O*NET Task ID 5430 | 0.5 |
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.O*NET Task ID 5431 | 0.5 |
Supervise professional, technical, and clerical personnel.O*NET Task ID 5428 | 0.0 |
Prepare and analyze samples to study effects of drugs, gases, pesticides, or microorganisms on cell structure and tissue.O*NET Task ID 5432 | 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