地理学家
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
0.110
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
0.48
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 21%。
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 % |
|---|---|---|
Gather and compile geographic data from sources including censuses, field observations, satellite imagery, aerial photographs, and existing maps.19-3092 | 0.009329.8 | 0.013274.0 |
Write and present reports of research findings.19-3092 | 0.006420.5 | 0.004726.0 |
Study the economic, political, and cultural characteristics of a specific region's population.19-3092 | 0.005617.9 | —0 |
Provide consulting services in fields such as resource development and management, business location and market area analysis, environmental hazards, regional cultural history, and urban social planning.19-3092 | 0.004815.2 | —0 |
Locate and obtain existing geographic information databases.19-3092 | 0.003410.9 | —0 |
Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales.19-3092 | 0.00185.6 | —0 |
| Not observed on any surface — 6 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. | ||
Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography such as coordinate systems, longitude, latitude, elevation, topography, and map scales. | —0 | —0 |
Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras. | —0 | —0 |
Teach geography. | —0 | —0 |
Conduct field work at outdoor sites. | —0 | —0 |
Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment. | —0 | —0 |
Provide geographical information systems support to the private and public sectors. | —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 and present reports of research findings.O*NET Task ID 5504 | 1.0 |
Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras.O*NET Task ID 5505 | 1.0 |
Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.O*NET Task ID 5503 | 0.5 |
Locate and obtain existing geographic information databases.O*NET Task ID 5506 | 0.5 |
Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales.O*NET Task ID 5507 | 0.5 |
Teach geography.O*NET Task ID 5508 | 0.5 |
Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps.O*NET Task ID 5509 | 0.5 |
Study the economic, political, and cultural characteristics of a specific region's population.O*NET Task ID 5511 | 0.5 |
Provide consulting services in fields such as resource development and management, business location and market area analysis, environmental hazards, regional cultural history, and urban social planning.O*NET Task ID 5512 | 0.5 |
Provide geographical information systems support to the private and public sectors.O*NET Task ID 5514 | 0.5 |
Conduct field work at outdoor sites.O*NET Task ID 5510 | 0.0 |
Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment.O*NET Task ID 5513 | 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