环境科学家

生命、物理与社会科学

AI暴露度

  • 数据来源: BLS发布时间: '26.08

    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

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: '26.03

    0.055

    0.000此处所载数值的范围0.745
    尺度 · 母数 · 来源

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    来源数据集

  • 数据来源: ILO发布时间: '25

    0.38

    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 48%。

    来源数据集

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
TaskClaude.aiRaw / share %
Examine societal issues and their relationship with both technical systems and the environment.

19-2041

0.044120.7
Plan or develop research models, using knowledge of mathematical and statistical concepts.

19-2041

0.034116.0
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

0.024411.5
Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues such as climate change.

19-2041

0.01677.9
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

0.01225.7
Review existing policies or legislation to identify environmental impacts.

19-2041

0.00974.5
Analyze changes designed to improve the environmental performance of complex systems to avoid unintended negative consequences.

19-2041

0.00874.1
Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.

19-2041

0.00763.6
Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.

19-2041

0.00753.5
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

0.00703.3
Not observed on any surface — 74 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.
Conduct environmental audits or inspections or investigations of violations.
—0
Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.
—0
Monitor effects of pollution or land degradation and recommend means of prevention or control.
—0
Design or direct studies to obtain technical environmental information about planned projects.
—0
Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.
—0
Develop the technical portions of legal documents, administrative orders, or consent decrees.
—0
Investigate and report on accidents affecting the environment.
—0
Monitor environmental impacts of development activities.
—0
Develop programs designed to obtain the most productive, non-damaging use of land.
—0
Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control.
—0
Develop methods to minimize the impact of production processes on the environment, based on the study and assessment of industrial production, environmental legislation, and physical, biological, and social environments.
—0
Process and review environmental permits, licenses, or related materials.
—0
Supervise or train students, environmental technologists, technicians, or other related staff.
—0
Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods.
—0
Present climate-related information at public interest, governmental, or other meetings.
—0
Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.
—0
Gather and review climate-related studies from government agencies, research laboratories, and other organizations.
—0
Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.
—0
Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.
—0
Present and defend proposals for climate change research projects.
—0
Develop environmental restoration project schedules and budgets.
—0
Develop and communicate recommendations for landowners to maintain or restore environmental conditions.
—0
Create diagrams to communicate environmental remediation planning using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.
—0
Apply for permits required for the implementation of environmental remediation projects.
—0
Review existing environmental remediation designs.
—0
Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.
—0
Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.
—0
Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.
—0
Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.
—0
Identify short- and long-term impacts of environmental remediation activities.
—0
Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.
—0
Conduct feasibility and cost-benefit studies for environmental remediation projects.
—0
Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.
—0
Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.
—0
Collect and analyze data to determine environmental conditions and restoration needs.
—0
Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.
—0
Create habitat management or restoration plans, such as native tree restoration and weed control.
—0
Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs.
—0
Notify regulatory or permitting agencies of deviations from implemented remediation plans.
—0
Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.
—0
Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.
—0
Investigate accidents affecting the environment to assess ecological impact.
—0
Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.
—0
Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.
—0
Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.
—0
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.
—0
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.
—0
Monitor the environmental impact of development activities, pollution, or land degradation.
—0
Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.
—0
Investigate the impact of changed land management or land use practices on ecosystems.
—0
Create complex and dynamic mathematical models of population, community, or ecological systems.
—0
Carry out environmental assessments in accordance with applicable standards, regulations, or laws.
—0
Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.
—0
Recommend methods to protect the environment or minimize environmental damage from industrial production practices.
—0
Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.
—0
Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.
—0
Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.
—0
Examine local, regional or global use and flow of materials or energy in industrial production processes.
—0
Identify environmental impacts caused by products, systems, or projects.
—0
Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.
—0
Perform analyses to determine how human behavior can affect and be affected by changes in the environment.
—0
Perform environmentally extended input-output (EE I-O) analyses.
—0
Prepare plans to manage renewable resources.
—0
Prepare technical and research reports such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
—0
Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.
—0
Redesign linear, or open loop, systems into cyclical, or closed loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.
—0
Research environmental effects of land and water used to determine methods of improving environmental conditions or increasing outputs such as crop yields.
—0
Translate the theories of industrial ecology into eco-industrial practices.
—0
Investigate the adaptability of various animal and plant species to changed environmental conditions.
—0
Develop or test protocols to monitor ecosystem components and ecological processes.
—0
Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.
—0
Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.
—0
Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems.
—0
Evaluate the effectiveness of industrial ecology programs using statistical analysis and applications.
—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information