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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
0.29
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 69%。
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 % |
|---|---|---|
Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.25-9021 | 0.008627.1 | 0.003141.1 |
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.25-9021 | 0.005517.4 | 0.002026.0 |
Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing.25-9021 | 0.004614.5 | 0.002532.9 |
Maintain records of services provided and the effects of advice given.25-9021 | 0.003711.7 | —0 |
Research information requested by farmers.25-9021 | 0.003410.7 | —0 |
Collaborate with social service and health care professionals to advise individuals and families on home management practices such as budget planning, meal preparation, and time management.25-9021 | 0.00319.8 | —0 |
Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.25-9021 | 0.00288.8 | —0 |
| Not observed on any surface — 8 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. | ||
Collaborate with producers to diagnose and prevent management and production problems. | —0 | —0 |
Collect and evaluate data to determine community program needs. | —0 | —0 |
Schedule and make regular visits to farmers. | —0 | —0 |
Organize, advise, and participate in community activities and organizations such as county and state fair events and 4-H Clubs. | —0 | —0 |
Conduct field demonstrations of new products, techniques, or services. | —0 | —0 |
Conduct agricultural research, analyze data, and prepare research reports. | —0 | —0 |
Act as an advocate for farmers or farmers' groups. | —0 | —0 |
Set and monitor production targets. | —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 |
|---|---|
Maintain records of services provided and the effects of advice given.O*NET Task ID 10980 | 1.0 |
Collaborate with producers to diagnose and prevent management and production problems.O*NET Task ID 10974 | 0.5 |
Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.O*NET Task ID 10975 | 0.5 |
Research information requested by farmers.O*NET Task ID 10977 | 0.5 |
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.O*NET Task ID 10978 | 0.5 |
Collect and evaluate data to determine community program needs.O*NET Task ID 10979 | 0.5 |
Collaborate with social service and health care professionals to advise individuals and families on home management practices, such as budget planning, meal preparation, and time management.O*NET Task ID 10983 | 0.5 |
Conduct agricultural research, analyze data, and prepare research reports.O*NET Task ID 10985 | 0.5 |
Act as an advocate for farmers or farmers' groups.O*NET Task ID 10986 | 0.5 |
Set and monitor production targets.O*NET Task ID 10988 | 0.5 |
Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.O*NET Task ID 10976 | 0.0 |
Schedule and make regular visits to farmers.O*NET Task ID 10981 | 0.0 |
Organize, advise, and participate in community activities and organizations, such as county and state fair events and 4-H Clubs.O*NET Task ID 10982 | 0.0 |
Conduct field demonstrations of new products, techniques, or services.O*NET Task ID 10984 | 0.0 |
Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing.O*NET Task ID 10987 | 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