産業エコロジスト
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
0.055
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
0.38
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48%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
非表示の作業 85 件を表示| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Plan or develop research models, using knowledge of mathematical and statistical concepts.19-2041 | 0.016737.8 | 0.007611.3 |
Examine societal issues and their relationship with both technical systems and the environment.19-2041 | 0.007516.9 | 0.00578.5 |
Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples.19-2041 | 0.006013.6 | 0.014120.9 |
Determine data collection methods to be employed in research projects or surveys.19-2041 | 0.00449.9 | 0.026839.8 |
Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.19-2041 | 0.00358.0 | 0.00314.6 |
Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.19-2041 | 0.00265.9 | —0 |
Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.19-2041 | 0.00204.5 | 0.00233.5 |
Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.19-2041 | 0.00163.5 | —0 |
Process and review environmental permits, licenses, or related materials. | —0 | 0.00314.6 |
Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects. | —0 | 0.00304.4 |
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 |
|---|---|
Create complex and dynamic mathematical models of population, community, or ecological systems.O*NET Task ID 16891 | 1.0 |
Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.O*NET Task ID 19978 | 1.0 |
Investigate accidents affecting the environment to assess ecological impact.O*NET Task ID 16879 | 0.5 |
Investigate the adaptability of various animal and plant species to changed environmental conditions.O*NET Task ID 16880 | 0.5 |
Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.O*NET Task ID 16881 | 0.5 |
Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.O*NET Task ID 16882 | 0.5 |
Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.O*NET Task ID 16883 | 0.5 |
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.O*NET Task ID 16884 | 0.5 |
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.O*NET Task ID 16885 | 0.5 |
Monitor the environmental impact of development activities, pollution, or land degradation.O*NET Task ID 16886 | 0.5 |
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