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医疗保健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
0.28
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 73%。
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 % |
|---|---|---|
Locate barriers to client employment, such as inaccessible work sites, inflexible schedules, and transportation problems, and work with clients to develop strategies for overcoming these barriers.21-1015 | 0.020683.1 | 0.001814.8 |
Manage budgets and direct case service allocations, authorizing expenditures and payments.21-1015 | 0.00249.7 | 0.001915.6 |
Participate in job development and placement programs, contacting prospective employers, placing clients in jobs, and evaluating the success of placements.21-1015 | 0.00187.3 | 0.005948.4 |
Maintain close contact with clients during job training and placements to resolve problems and evaluate placement adequacy. | —0 | 0.002621.3 |
| Not observed on any surface — 12 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. | ||
Monitor and record clients' progress to ensure that goals and objectives are met. | —0 | —0 |
Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed. | —0 | —0 |
Prepare and maintain records and case files, including documentation such as clients' personal and eligibility information, services provided, narratives of client contacts, and relevant correspondence. | —0 | —0 |
Arrange for physical, mental, academic, vocational, and other evaluations to obtain information for assessing clients' needs and developing rehabilitation plans. | —0 | —0 |
Analyze information from interviews, educational and medical records, consultation with other professionals, and diagnostic evaluations to assess clients' abilities, needs, and eligibility for services. | —0 | —0 |
Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals. | —0 | —0 |
Develop and maintain relationships with community referral sources, such as schools and community groups. | —0 | —0 |
Confer with physicians, psychologists, occupational therapists, and other professionals to develop and implement client rehabilitation programs. | —0 | —0 |
Develop diagnostic procedures to determine clients' needs. | —0 | —0 |
Collaborate with clients' families to implement rehabilitation plans such as behavioral, residential, social, and employment goals. | —0 | —0 |
Arrange for on-site job coaching or assistive devices, such as specially equipped wheelchairs, to help clients adapt to work or school environments. | —0 | —0 |
Collaborate with community agencies to establish facilities and programs for persons with disabilities. | —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 and maintain records and case files, including documentation, such as clients' personal and eligibility information, services provided, narratives of client contacts, or relevant correspondence.O*NET Task ID 9202 | 1.0 |
Monitor and record clients' progress to ensure that goals and objectives are met.O*NET Task ID 9200 | 0.5 |
Arrange for physical, mental, academic, vocational, and other evaluations to obtain information for assessing clients' needs and developing rehabilitation plans.O*NET Task ID 9203 | 0.5 |
Analyze information from interviews, educational and medical records, consultation with other professionals, and diagnostic evaluations to assess clients' abilities, needs, and eligibility for services.O*NET Task ID 9204 | 0.5 |
Develop rehabilitation plans that fit clients' aptitudes, education levels, physical abilities, and career goals.O*NET Task ID 9205 | 0.5 |
Locate barriers to client employment, such as inaccessible work sites, inflexible schedules, or transportation problems, and work with clients to develop strategies for overcoming these barriers.O*NET Task ID 9208 | 0.5 |
Confer with physicians, psychologists, occupational therapists, and other professionals to develop and implement client rehabilitation programs.O*NET Task ID 9210 | 0.5 |
Develop diagnostic procedures to determine clients' needs.O*NET Task ID 9211 | 0.5 |
Participate in job development and placement programs, contacting prospective employers, placing clients in jobs, and evaluating the success of placements.O*NET Task ID 9212 | 0.5 |
Collaborate with community agencies to establish facilities and programs for persons with disabilities.O*NET Task ID 9214 | 0.5 |
Confer with clients to discuss their options and goals so that rehabilitation programs and plans for accessing needed services can be developed.O*NET Task ID 9201 | 0.0 |
Maintain close contact with clients during job training and placements to resolve problems and evaluate placement adequacy.O*NET Task ID 9206 | 0.0 |
Develop and maintain relationships with community referral sources, such as schools or community groups.O*NET Task ID 9207 | 0.0 |
Arrange for on-site job coaching or assistive devices, such as specially equipped wheelchairs, to help clients adapt to work or school environments.O*NET Task ID 9209 | 0.0 |
Collaborate with clients' families to implement rehabilitation plans, such as behavioral, residential, social, or employment goals.O*NET Task ID 9213 | 0.0 |
Supervise rehabilitation counselors and staff.O*NET Task ID 21178 | 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