地理学研究者
生命・物理・社会科学AI露出度
- データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分(低い / 中程度 / 高い / 非常に高い)
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.110
0.000ここに掲載された値の範囲0.745尺度・母数・出典
- データ出典: ILO公表時点: 2025
0.48
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは21%です。
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
露出のある作業のみ| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
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 | 0.0300100.0 | 0.00000.0 |
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.19-3092 | 0.00000.0 | —0 |
Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps. | —0 | 0.00000.0 |
| Not observed on any surface — 9 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. | ||
Write and present reports of research findings. | —0 | —0 |
Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras. | —0 | —0 |
Locate and obtain existing geographic information databases. | —0 | —0 |
Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales. | —0 | —0 |
Teach geography. | —0 | —0 |
Conduct field work at outdoor sites. | —0 | —0 |
Study the economic, political, and cultural characteristics of a specific region's population. | —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