Will AI replace Environmental Scientists and Specialists, Including Health?
In theory, AI could do about 50% of the work in Environmental Scientists and Specialists, Including Health. In practice, as of late 2025, almost no one is actually using it that way — yet.
The Sleeping Giant
High AI potential the world hasn't tapped yet.
O*NET-SOC 19-2041
How your 76 core tasks split
5 AI can do this now
70 AI speeds this up
1 Still on you
AI could do · GPT-4 study
50%
45-pt gap
AI actually does · 2026 report
5%
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a moderate share of this job's tasks (~50%). By late 2025, real-world AI use had reached about 5% of its task activity (still rare). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
Lowconfidence
Don't trust a single AI-risk score here
For this job, the signals disagree sharply. AI's theoretical reach looks moderate (~50%), but real-world use is only ~5%, and how much AI "can" do shifts wildly by model — one 2026 study found the share of "high-risk" jobs swung 2.7% to 51.5% just by changing which AI did the rating. This page shows the spread instead of pretending there's one number.
See all 76 tasks, ratedBased on real task-level AI scores — click to collapse
AI can already do this5 of 76
- Write reports or academic papers to communicate findings of climate-related studies.
- Notify regulatory or permitting agencies of deviations from implemented remediation plans.
- Write grants to obtain funding for restoration projects.
- Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
- Create complex and dynamic mathematical models of population, community, or ecological systems.
AI speeds this up70 of 76
- Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.
- Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.
- 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.
- Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.
- Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.
- Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.
- Conduct environmental audits or inspections or investigations of violations.
- Monitor effects of pollution or land degradation and recommend means of prevention or control.
- Design or direct studies to obtain technical environmental information about planned projects.
- Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.
- Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.
- Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.
- Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.
- Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.
- Present climate-related information at public interest, governmental, or other meetings.
- Gather and review climate-related studies from government agencies, research laboratories, and other organizations.
- Review existing policies or legislation to identify environmental impacts.
- Promote initiatives to mitigate climate change with government or environmental groups.
- Research policies, practices, or procedures for climate or environmental management.
- Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.
- Present and defend proposals for climate change research projects.
- Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.
- Develop environmental restoration project schedules and budgets.
- Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.
- Create habitat management or restoration plans, such as native tree restoration and weed control.
- Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs.
- Collect and analyze data to determine environmental conditions and restoration needs.
- Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.
- Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.
- Apply for permits required for the implementation of environmental remediation projects.
- Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.
- Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.
- Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.
- Identify short- and long-term impacts of environmental remediation activities.
- Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.
- Review existing environmental remediation designs.
- Develop and communicate recommendations for landowners to maintain or restore environmental conditions.
- Conduct feasibility and cost-benefit studies for environmental remediation projects.
- Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.
- Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.
- Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.
- Develop environmental management or restoration plans for sites with power transmission lines, natural gas pipelines, fuel refineries, geothermal plants, wind farms, or solar farms.
- Identify environmental impacts caused by products, systems, or projects.
- Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.
- Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.
- Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.
- Identify sustainable alternatives to industrial or waste-management practices.
- Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.
- Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.
- Examine local, regional, or global use and flow of materials or energy in industrial production processes.
- Monitor the environmental impact of development activities, pollution, or land degradation.
- Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.
- Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.
- Recommend methods to protect the environment or minimize environmental damage from industrial production practices.
- Translate the theories of industrial ecology into eco-industrial practices.
- Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.
- Carry out environmental assessments in accordance with applicable standards, regulations, or laws.
- Examine societal issues and their relationship with both technical systems and the environment.
- Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.
- Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications.
- Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.
- Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.
- Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.
- Prepare plans to manage renewable resources.
- Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.
- Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.
- Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.
- Perform environmentally extended input-output (EE I-O) analyses.
- Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.
- Investigate the impact of changed land management or land use practices on ecosystems.
Still on you1 of 76
- Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.