教育研究者
教育・訓練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
0.033
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
0.59
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5%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 % |
|---|---|
Prepare or review engineering studies or specifications.19-3099 | 0.012923.4 |
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.19-3099 | 0.007814.2 |
Prepare reports or recommendations on transportation planning.19-3099 | 0.007613.7 |
Design transportation surveys to identify areas of public concern.19-3099 | 0.006912.5 |
Define regional or local transportation planning problems or priorities.19-3099 | 0.00488.7 |
Develop computer models to address transportation planning issues.19-3099 | 0.00437.8 |
Develop or test new methods or models of transportation analysis.19-3099 | 0.00407.3 |
Prepare necessary documents to obtain project approvals or permits.19-3099 | 0.00254.5 |
Analyze information from traffic counting programs.19-3099 | 0.00234.3 |
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national levels.19-3099 | 0.00203.5 |
| 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. | |
Represent jurisdictions in the legislative or administrative approval of land development projects. | —0 |
Direct urban traffic counting programs. | —0 |
Analyze transportation-related consequences of federal and state legislative proposals. | —0 |
Produce environmental documents, such as environmental assessments or environmental impact statements. | —0 |
Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs. | —0 |
Document and evaluate transportation project needs and costs. | —0 |
Develop design ideas for new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, and car parking areas. | —0 |
Analyze and interpret data from traffic modeling software, geographic information systems, or associated databases. | —0 |
Collaborate with engineers to research, analyze, or resolve complex transportation design issues. | —0 |
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections. | —0 |
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs. | —0 |
Define or update information such as urban boundaries or classification of roadways. | —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 |
|---|---|
Develop computer models to address transportation planning issues.O*NET Task ID 16948 | 1.0 |
Prepare necessary documents to obtain planned project approvals or permits.O*NET Task ID 20979 | 1.0 |
Prepare or review engineering studies or specifications.O*NET Task ID 16934 | 0.5 |
Represent jurisdictions in the legislative or administrative approval of land development projects.O*NET Task ID 16935 | 0.5 |
Direct urban traffic counting programs.O*NET Task ID 16937 | 0.5 |
Develop or test new methods or models of transportation analysis.O*NET Task ID 16938 | 0.5 |
Define or update information such as urban boundaries or classification of roadways.O*NET Task ID 16939 | 0.5 |
Analyze information from traffic counting programs.O*NET Task ID 16941 | 0.5 |
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.O*NET Task ID 16942 | 0.5 |
Prepare reports or recommendations on transportation planning.O*NET Task ID 16943 | 0.5 |
Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.O*NET Task ID 16945 | 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