पर्यावरण वैज्ञानिक

जीवन, भौतिक और सामाजिक विज्ञान

AI एक्सपोजर

  • डेटा स्रोत: BLSप्रकाशन: '26.08

    बहुत उच्च· सापेक्ष

    कमचार सापेक्ष श्रेणियाँबहुत उच्च

    व्यवसाय-समूह स्तर का मान

    मापक्रम, आधार और स्रोत

    चार सापेक्ष बैंड (कम / मध्यम / उच्च / बहुत उच्च)

    BLS रोज़गार पूर्वानुमान तालिका के 831 विस्तृत व्यवसायों के आधार पर। मान NEM (नेशनल एम्प्लॉयमेंट मैट्रिक्स) कोड के स्तर पर दिया जाता है, इसलिए एक ही NEM कोड वाले व्यवसायों को वही बैंड मिलता है

    स्रोत डेटासेट (XLSX फ़ाइल डाउनलोड)

  • डेटा स्रोत: Anthropicप्रकाशन: '26.03

    0.055

    0.000यहाँ दिए गए मानों की सीमा0.745
    मापक्रम, आधार और स्रोत

    प्रेक्षित एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1

    O*NET कार्यों पर मैप किया गया

    स्रोत डेटासेट

  • डेटा स्रोत: ILOप्रकाशन: '25

    0.38

    0.09यहाँ दिए गए मानों की सीमा0.70

    व्यवसाय-समूह स्तर का मान

    मापक्रम, आधार और स्रोत

    जेनरेटिव AI एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1

    ISCO-08 यूनिट समूह — समान कोड वाले सभी व्यवसायों को यही मान मिलता है

    यह इस साइट की गणना है, ILO द्वारा प्रकाशित आँकड़ा नहीं: इस साइट द्वारा ILO डेटासेट से जोड़े गए 1,012 व्यवसायों में से 48% इस मान के बराबर या उससे अधिक हैं।

    स्रोत डेटासेट

यह स्रोत किस प्रकार का आँकड़ा प्रकाशित करता है

BLS की श्रेणी सापेक्ष रैंक है, निरपेक्ष स्तर नहीं, और यह प्रथम-हस्त माप भी नहीं है: यह कई प्रकाशित अध्ययनों में व्यवसाय की पर्सेंटाइल रैंकों को चार बैंडों में बांटती है। यह रोज़गार या वेतन का पूर्वानुमान नहीं है, न अपनाए जाने की संभावना, और यह स्वचालन और संवर्धन में अंतर नहीं करती।

Task-level exposure

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

19-2041

0.084435.5
Plan or develop research models, using knowledge of mathematical and statistical concepts.

19-2041

0.039016.4
Analyze changes designed to improve the environmental performance of complex systems to avoid unintended negative consequences.

19-2041

0.01998.4
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

0.01948.2
Determine data collection methods to be employed in research projects or surveys.

19-2041

0.01325.5
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

0.01225.1
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

0.00943.9
Review existing policies or legislation to identify environmental impacts.

19-2041

0.00893.7
Evaluate violations or problems discovered during inspections to determine appropriate regulatory actions or to provide advice on the development and prosecution of regulatory cases.

19-2041

0.00592.5
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

0.00502.1
Not observed on any surface — 79 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
Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.
—0
Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.
—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
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
Write reports or academic papers to communicate findings of climate-related studies.
—0
Promote initiatives to mitigate climate change with government or environmental groups.
—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
Research policies, practices, or procedures for climate or environmental management.
—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
Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.
—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
Identify sustainable alternatives to industrial or waste management practices.
—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