保全科学者
生命・物理・社会科学AI露出度
- データ出典: BLS公表時点: 2026-08
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
0.000
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
露出のある作業のみ| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides.19-1031 | 0.007558.1 | —0 |
Review grant applications or make funding recommendations.19-1031 | 0.003829.5 | 0.0026100.0 |
Prepare brochures and write newspaper articles.19-1031 | 0.001612.4 | —0 |
| Not observed on any surface — 46 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. | ||
Develop or maintain working relationships with local government staff or board members. | —0 | —0 |
Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives. | —0 | —0 |
Monitor projects during or after construction to ensure projects conform to design specifications. | —0 | —0 |
Revisit land users to view implemented land use practices or plans. | —0 | —0 |
Coordinate or implement technical, financial, or administrative assistance programs for local government units to ensure efficient program implementation or timely responses to requests for assistance. | —0 | —0 |
Analyze results of investigations to determine measures needed to maintain or restore proper soil management. | —0 | —0 |
Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices. | —0 | —0 |
Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities. | —0 | —0 |
Respond to complaints or questions on wetland jurisdiction, providing information or clarification. | —0 | —0 |
Review proposed wetland restoration easements or provide technical recommendations. | —0 | —0 |
Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes. | —0 | —0 |
Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans. | —0 | —0 |
Compute design specifications for implementation of conservation practices, using survey or field information technical guides or engineering manuals. | —0 | —0 |
Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions. | —0 | —0 |
Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations. | —0 | —0 |
Visit areas affected by erosion problems to identify causes or determine solutions. | —0 | —0 |
Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans. | —0 | —0 |
Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources. | —0 | —0 |
Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water. | —0 | —0 |
Survey property to mark locations or measurements, using surveying instruments. | —0 | —0 |
Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government. | —0 | —0 |
Manage field offices or involve staff in cooperative ventures. | —0 | —0 |
Review or approve amendments to comprehensive local water plans or conservation district plans. | —0 | —0 |
Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements. | —0 | —0 |
Provide access to programs or training to assist in completion of government groundwater protection plans. | —0 | —0 |
Calculate or compare efficiencies associated with changing from low-precision irrigation technologies, such as furrow irrigation, to high-precision technologies, such as computer-controlled systems. | —0 | —0 |
Enter local soil, water, or other environmental data into adaptive or web-based decision tools to identify appropriate analyses or techniques. | —0 | —0 |
Evaluate or recommend geographic information systems (GIS) applications to address issues such as surface water quality, groundwater quality, ecological risk assessments, air quality, or environmental contamination. | —0 | —0 |
Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation. | —0 | —0 |
Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data. | —0 | —0 |
Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies. | —0 | —0 |
Provide visitor services, such as explaining regulations, answering visitor requests, needs and complaints, and providing information about the park and surrounding areas. | —0 | —0 |
Conduct field trips to point out scientific, historic, and natural features of parks, forests, historic sites or other attractions. | —0 | —0 |
Prepare and present illustrated lectures and interpretive talks about park features. | —0 | —0 |
Perform emergency duties to protect human life, government property, and natural features of park. | —0 | —0 |
Confer with park staff to determine subjects and schedules for park programs. | —0 | —0 |
Assist with operations of general facilities, such as visitor centers. | —0 | —0 |
Plan, organize and direct activities of seasonal staff members. | —0 | —0 |
Perform routine maintenance on park structures. | —0 | —0 |
Construct historical, scientific, and nature visitor-center displays. | —0 | —0 |
Research stories regarding the area's natural history or environment. | —0 | —0 |
Interview specialists in desired fields to obtain and develop data for park information programs. | —0 | —0 |
Compile and maintain official park photographic and information files. | —0 | —0 |
Take photographs and motion pictures for use in lectures and publications and to develop displays. | —0 | —0 |
Survey park to determine forest conditions and distribution and abundance of fauna and flora. | —0 | —0 |
Plan and develop audio-visual devices for public programs. | —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 |
|---|---|
Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.O*NET Task ID 22134 | 0.5 |
Monitor projects during or after construction to ensure projects conform to design specifications.O*NET Task ID 22135 | 0.5 |
Visit areas affected by erosion problems to identify causes or determine solutions.O*NET Task ID 22136 | 0.5 |
Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.O*NET Task ID 22138 | 0.5 |
Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.O*NET Task ID 22139 | 0.5 |
Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.O*NET Task ID 22140 | 0.5 |
Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.O*NET Task ID 22141 | 0.5 |
Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes.O*NET Task ID 22142 | 0.5 |
Respond to complaints or questions on wetland jurisdiction, providing information or clarification.O*NET Task ID 22144 | 0.5 |
Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.O*NET Task ID 22145 | 0.5 |
Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.O*NET Task ID 22133 | 0.0 |
Develop or maintain working relationships with local government staff or board members.O*NET Task ID 22137 | 0.0 |
Revisit land users to view implemented land use practices or plans.O*NET Task ID 22143 | 0.0 |
Manage field offices or involve staff in cooperative ventures.O*NET Task ID 22152 | 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