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JOB REPORT / 19-2041 · 97 TASKS

Environmental Scientists and Specialists, Including Health.

Can AI do the work of Environmental Scientists and Specialists, Including Healths?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

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How many tasks do you use AI to assist with at work?

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The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

  • Gather and review climate-related studies from government agencies, research…
  • Research policies, practices, or procedures for climate or environmental…
  • Prepare study reports, memoranda, briefs, testimonies, or other written…

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A guided certificate program in AI-assisted Environmental Scientists and Specialists, Including Health work. It covers the 95 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

95 of 97 tasks reviewed

This job has 97 core tasks. We went through 95 of them, one at a time.

Task by task, from the work Environmental Scientists and Specialists, Including Healths actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

  1. TASK 01

    Gather and review climate-related studies from government agencies, research laboratories, and other organizations.

    AI DOES

    Searches databases, summarizes studies, flags key findings, and organizes sources by topic

    YOU DO

    Judge source quality, spot what's missing, and connect research to real-world policy decisions

  2. TASK 02

    Research policies, practices, or procedures for climate or environmental management.

    AI DOES

    Searches databases, summarizes policy documents, and compares frameworks across regions

    YOU DO

    Judge which policies fit real-world politics, values, and local needs

  3. TASK 03

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

    AI DOES

    Drafts sections, summarizes data, and formats policy documents quickly

    YOU DO

    Apply political judgment and own the policy recommendations

  4. TASK 04

    Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.

    AI DOES

    Searches literature, structures data fields, flags duplicates, and suggests categories

    YOU DO

    Judge which data sources are trustworthy and decide what ecological context really means

  5. TASK 05

    Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.

    AI DOES

    Maps system components, finds patterns in data, and drafts relationship diagrams

    YOU DO

    Judge which links are meaningful and verify against field knowledge

  6. TASK 06

    Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.

    AI DOES

    Drafts technical summaries, explains regulations in plain language, and organizes compliance checklists

    YOU DO

    Verify site-specific details and make judgment calls on real-world risk

  7. TASK 07

    Write reports or academic papers to communicate findings of climate-related studies.

    AI DOES

    Drafts sections, suggests structure, fixes grammar, summarizes sources, and formats citations

    YOU DO

    Own the scientific conclusions and policy recommendations with real expertise

  8. TASK 08

    Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.

    AI DOES

    Drafts summaries, pulls research, organizes data, and suggests policy options

    YOU DO

    Judge which evidence is credible, frame recommendations for real stakeholders, and read the political room

  9. TASK 09

    Identify environmental impacts caused by products, systems, or projects.

    AI DOES

    Searches literature, organizes impact categories, and drafts initial checklists

    YOU DO

    Apply site-specific judgment and weigh trade-offs that data alone can't settle

  10. TASK 10

    Apply for permits required for the implementation of environmental remediation projects.

    AI DOES

    Drafts permit application text, summarizes regulatory requirements, and fills in standard form sections

    YOU DO

    Verify site-specific conditions, sign legal documents, and build relationships with permitting agencies

  11. TASK 11

    Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.

    AI DOES

    Searches literature, runs statistical models, and summarizes data patterns between human activity and environmental outcomes

    YOU DO

    Design the analysis framework and judge which findings actually matter for policy or action

  12. TASK 12

    Write grants to obtain funding for restoration projects.

    AI DOES

    Drafts grant sections, summarizes requirements, and suggests budget language

    YOU DO

    Bring deep site knowledge and build trust with funders

  13. TASK 13

    Notify regulatory or permitting agencies of deviations from implemented remediation plans.

    AI DOES

    Drafts deviation notices, formats regulatory submissions, and flags required permit language

    YOU DO

    Verify site-specific facts and take professional responsibility for submissions

  14. TASK 14

    Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.

    AI DOES

    Builds data models, runs cost-benefit calculations, and drafts scenario comparisons

    YOU DO

    Apply local knowledge and decide which tradeoffs are worth making

  15. TASK 15

    Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.

    AI DOES

    Drafts sections, finds matching funders, checks formatting, and suggests stronger language

    YOU DO

    Build funder relationships and shape the program vision and strategy

  16. TASK 16

    Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications.

    AI DOES

    Runs statistical analyses, spots patterns in program data, and drafts evaluation reports

    YOU DO

    Interpret results against site-specific conditions and make final effectiveness judgments

  17. TASK 17

    Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.

    AI DOES

    Runs scenario models, finds patterns in environmental data, and drafts forecast reports

    YOU DO

    Validate assumptions, interpret unexpected findings, and judge real-world industrial and ecological context

  18. TASK 18

    Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.

    AI DOES

    Processes GIS datasets, suggests model parameters, and flags data patterns

    YOU DO

    Apply site-specific ecological expertise to validate and interpret simulation outputs

  19. TASK 19

    Perform environmentally extended input-output (EE I-O) analyses.

    AI DOES

    Runs matrix calculations, cleans large datasets, finds emission factors, and drafts result summaries

    YOU DO

    Decide which system boundaries matter, judge data quality, and turn numbers into real-world policy advice

  20. TASK 20

    Research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields.

    AI DOES

    Searches research papers, summarizes environmental data, and spots patterns in land and water use datasets

    YOU DO

    Apply field experience and contextual judgment to turn findings into real-world recommendations

  21. TASK 21

    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.

    AI DOES

    Runs energy balance calculations, flags inefficiencies, and generates model outputs from datasets

    YOU DO

    Define system boundaries, validate assumptions, and translate findings into actionable recommendations

  22. TASK 22

    Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.

    AI DOES

    Searches research, summarizes green production methods, drafts strategy frameworks, and flags relevant regulations

    YOU DO

    Apply site-specific knowledge and balance trade-offs between cost, ecology, and community needs

  23. TASK 23

    Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.

    AI DOES

    Summarizes existing climate policies, drafts recommendation language, and flags relevant research fast

    YOU DO

    Apply political judgment, weigh competing values, and build trust with decision-makers

  24. TASK 24

    Identify sustainable alternatives to industrial or waste-management practices.

    AI DOES

    Scans databases, summarizes case studies, and flags emerging green technologies fast

    YOU DO

    Apply local context, assess feasibility on the ground, and build trust with industry partners

  25. TASK 25

    Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.

    AI DOES

    Searches biological databases, summarizes environmental strategies, and drafts sections of restoration plans

    YOU DO

    Visit sites, weigh community input, and make final calls on complex ecological tradeoffs

  26. TASK 26

    Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.

    AI DOES

    Drafts reports, summarizes study data, and suggests clear language for technical proposals

    YOU DO

    Apply field expertise and professional judgment to interpret findings and tailor the message for your audience

  27. TASK 27

    Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

    AI DOES

    Drafts report sections, summarizes data, and formats findings clearly

    YOU DO

    Apply site-specific expertise and build trust with decision-makers

  28. TASK 28

    Recommend methods to protect the environment or minimize environmental damage from industrial production practices.

    AI DOES

    Searches literature, summarizes green production methods, and drafts structured recommendation reports

    YOU DO

    Apply on-the-ground knowledge of the specific site, industry, and community to judge which solutions will actually work

  29. TASK 29

    Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.

    AI DOES

    Drafts technical summaries, looks up regulations, and organizes data for reports

    YOU DO

    Apply field experience and professional judgment when advising agencies or the public

  30. TASK 30

    Develop and communicate recommendations for landowners to maintain or restore environmental conditions.

    AI DOES

    Drafts written recommendations, summarizes restoration research, and generates plain-language guides for landowners

    YOU DO

    Visit the land, read site conditions firsthand, and build relationships with the people who own it

  31. TASK 31

    Create complex and dynamic mathematical models of population, community, or ecological systems.

    AI DOES

    Generates model code, suggests equations, debugs math, and explains modeling frameworks like Lotka-Volterra or agent-based systems

    YOU DO

    Decide which ecological relationships are real, meaningful, and worth modeling in your specific system

  32. TASK 32

    Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control.

    AI DOES

    Searches research databases, summarizes studies, and helps model how pollutants spread

    YOU DO

    Design field studies, collect real samples, and judge which theories fit your specific site

  33. TASK 33

    Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.

    AI DOES

    Searches literature, summarizes findings, and spots patterns across large datasets

    YOU DO

    Apply ecological insight to messy, real-world industrial contexts with creative judgment

  34. TASK 34

    Develop environmental restoration project schedules and budgets.

    AI DOES

    Generates draft schedules, suggests budget line items, and pulls cost benchmarks from similar projects

    YOU DO

    Apply site-specific knowledge and negotiate with regulators and communities

  35. TASK 35

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

    AI DOES

    Scans literature, models material/energy flows, flags known tradeoffs, and summarizes lifecycle data

    YOU DO

    Weigh local context, catch novel unintended consequences, and make judgment calls across competing values

  36. TASK 36

    Collect and analyze data to determine environmental conditions and restoration needs.

    AI DOES

    Analyzes large environmental datasets, identifies patterns, and summarizes restoration needs from existing records

    YOU DO

    Go into the field to collect real samples, observe site conditions, and apply local ecological judgment

  37. TASK 37

    Examine local, regional, or global use and flow of materials or energy in industrial production processes.

    AI DOES

    Searches literature, crunches flow data, and drafts material/energy balance models

    YOU DO

    Validate findings against real industrial conditions and make system-level recommendations

  38. TASK 38

    Monitor the environmental impact of development activities, pollution, or land degradation.

    AI DOES

    Analyzes satellite imagery, sensor data, and trend reports to spot environmental changes fast

    YOU DO

    Visit sites, verify findings in person, and make judgment calls about complex ecosystems

  39. TASK 39

    Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.

    AI DOES

    Searches laws and regulations, drafts lists of mitigation alternatives, and flags compliance gaps

    YOU DO

    Apply site knowledge and professional judgment to choose the right approach for real-world conditions

  40. TASK 40

    Identify short- and long-term impacts of environmental remediation activities.

    AI DOES

    Searches literature, summarizes known impact data, and flags common short- and long-term effects for similar remediation projects

    YOU DO

    Apply site-specific field knowledge and professional judgment to validate what the models and data actually mean on the ground

  41. TASK 41

    Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.

    AI DOES

    Searches databases, summarizes new rules, flags gaps between current practice and updated standards, and drafts policy checklists

    YOU DO

    Apply site-specific judgment, verify local legal context, and own the compliance sign-off

  42. TASK 42

    Review existing environmental remediation designs.

    AI DOES

    Summarizes design documents, checks for missing components, and flags inconsistencies against known standards

    YOU DO

    Apply site knowledge and professional judgment to approve or reject designs

  43. TASK 43

    Conduct feasibility and cost-benefit studies for environmental remediation projects.

    AI DOES

    Searches literature, runs cost models, and drafts report sections

    YOU DO

    Verify site-specific data and apply local regulatory and community judgment

  44. TASK 44

    Process and review environmental permits, licenses, or related materials.

    AI DOES

    Drafts summaries, checks for missing fields, and flags regulatory conflicts in permit documents

    YOU DO

    Apply site-specific knowledge and professional judgment to final approval decisions

  45. TASK 45

    Present and defend proposals for climate change research projects.

    AI DOES

    Drafts proposal decks, pulls supporting data, and generates counterargument prep sheets

    YOU DO

    Own the room, build trust, and adapt your pitch on the fly

  46. TASK 46

    Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.

    AI DOES

    Analyzes large datasets, flags pollution trends, and drafts sections of impact reports

    YOU DO

    Visit sites, interpret local conditions, and make final calls on complex ecological trade-offs

  47. TASK 47

    Develop the technical portions of legal documents, administrative orders, or consent decrees.

    AI DOES

    Drafts technical sections, suggests standard regulatory language, and formats compliance requirements

    YOU DO

    Verify site data, apply regulatory expertise, and own the legal accuracy

  48. TASK 48

    Design or direct studies to obtain technical environmental information about planned projects.

    AI DOES

    Drafts study frameworks, summarizes regulations, and organizes background environmental data

    YOU DO

    Judge which risks are real, choose the right field methods, and own the technical decisions

  49. TASK 49

    Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.

    AI DOES

    Searches regulations, flags known hazardous materials, and summarizes industry reports

    YOU DO

    Apply site-specific expertise and professional judgment to real-world conditions

  50. TASK 50

    Prepare plans to manage renewable resources.

    AI DOES

    Drafts plan templates, summarizes resource data, and suggests management strategies from research literature

    YOU DO

    Apply local site knowledge and balance competing stakeholder needs

  51. TASK 51

    Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.

    AI DOES

    Searches research databases, summarizes pollution studies, and drafts literature reviews quickly

    YOU DO

    Collect field samples, interpret site-specific conditions, and design abatement plans that fit real-world constraints

  52. TASK 52

    Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.

    AI DOES

    Searches research, summarizes findings, drafts study plans, and models data patterns

    YOU DO

    Apply on-the-ground ecological judgment and lead decisions about real industrial sites

  53. TASK 53

    Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.

    AI DOES

    Suggests layouts, auto-labels map features, and speeds up template creation in GIS or CAD tools

    YOU DO

    Interpret site-specific data and decide what the diagram needs to communicate

  54. TASK 54

    Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.

    AI DOES

    Drafts EMS guides, summarizes regulations, and finds case studies to support your pitch

    YOU DO

    Build trust with stakeholders and tailor recommendations to each organization's real-world situation

  55. TASK 55

    Investigate the adaptability of various animal and plant species to changed environmental conditions.

    AI DOES

    Searches literature, summarizes findings, spots patterns in ecological data, and drafts reports on species responses to environmental change

    YOU DO

    Design field studies, collect samples, interpret local context, and make judgment calls about species survival

  56. TASK 56

    Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.

    AI DOES

    Drafts plan sections, summarizes regulations, flags compliance gaps, and formats reports

    YOU DO

    Apply on-the-ground ecological knowledge and navigate agency relationships

  57. TASK 57

    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.

    AI DOES

    Searches environmental laws, summarizes research literature, and drafts initial frameworks for review

    YOU DO

    Apply site-specific knowledge and make judgment calls that balance science, law, and community needs

  58. TASK 58

    Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.

    AI DOES

    Pulls and organizes large datasets, runs flow calculations, flags gaps, and drafts initial MFA/SFA diagrams

    YOU DO

    Judge data reliability, interpret site-specific context, and make final sustainability recommendations

  59. TASK 59

    Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.

    AI DOES

    Drafts plan outlines, summarizes environmental research, and pulls relevant regulations

    YOU DO

    Build trust with cross-discipline teams and make site-specific judgment calls

  60. TASK 60

    Create habitat management or restoration plans, such as native tree restoration and weed control.

    AI DOES

    Drafts plan outlines, pulls research on native species, and summarizes weed control methods for a specific region

    YOU DO

    Visit the site, read the land, and make judgment calls that only come from being there in person

  61. TASK 61

    Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.

    AI DOES

    Maps material flows, finds waste-to-input matches, and runs scenario models

    YOU DO

    Apply local context, build partnerships, and judge which redesigns are actually feasible

  62. TASK 62

    Monitor effects of pollution or land degradation and recommend means of prevention or control.

    AI DOES

    Analyzes sensor data, spots pollution trends, and pulls up relevant regulations or remediation options

    YOU DO

    Visit the site, collect samples, and judge what solutions actually fit the local situation

  63. TASK 63

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

    AI DOES

    Searches regulations, summarizes similar past violations, and drafts preliminary penalty recommendations

    YOU DO

    Apply professional judgment to weigh severity, context, and legal strategy for each unique case

  64. TASK 64

    Investigate and report on accidents affecting the environment.

    AI DOES

    Drafts incident reports, summarizes regulations, and analyzes monitoring data

    YOU DO

    Go to the site, collect samples, and decide what the evidence really means

  65. TASK 65

    Carry out environmental assessments in accordance with applicable standards, regulations, or laws.

    AI DOES

    Looks up regulations, summarizes compliance standards, and drafts assessment report sections

    YOU DO

    Visit the site, collect samples, and sign off on findings with licensed expertise

  66. TASK 66

    Monitor environmental impacts of development activities.

    AI DOES

    Analyzes sensor feeds, flags anomalies in environmental data, and summarizes monitoring reports

    YOU DO

    Visit sites, interpret local conditions, and decide what the data really means for people and ecosystems

  67. TASK 67

    Develop or test protocols to monitor ecosystem components and ecological processes.

    AI DOES

    Drafts monitoring protocol templates, summarizes relevant research, and flags gaps in existing methods

    YOU DO

    Validate protocols through fieldwork and apply site-specific ecological expertise

  68. TASK 68

    Investigate the impact of changed land management or land use practices on ecosystems.

    AI DOES

    Analyzes remote sensing data, reviews literature, and models land-use change scenarios

    YOU DO

    Go into the field, build trust with land managers, and interpret local ecological context

  69. TASK 69

    Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods.

    AI DOES

    Searches research literature, summarizes findings, helps analyze data sets, and drafts sections of research reports

    YOU DO

    Design experiments, collect field samples, interpret messy real-world results, and make judgment calls about what the data actually means

  70. TASK 70

    Develop programs designed to obtain the most productive, non-damaging use of land.

    AI DOES

    Researches land use rules, summarizes case studies, and drafts program outlines

    YOU DO

    Apply site-specific expertise and build community trust

  71. TASK 71

    Present climate-related information at public interest, governmental, or other meetings.

    AI DOES

    Drafts slides, summarizes climate data, and prepares talking points and Q&A prep sheets

    YOU DO

    Show up, read the room, and respond to live pushback with credibility and trust

  72. TASK 72

    Promote initiatives to mitigate climate change with government or environmental groups.

    AI DOES

    Drafts talking points, policy briefs, and outreach emails; summarizes research; identifies relevant groups and officials

    YOU DO

    Build real relationships and navigate political dynamics

  73. TASK 73

    Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.

    AI DOES

    Summarizes environmental regulations, drafts compliance reports, and flags potential regulatory gaps

    YOU DO

    Apply local site knowledge and negotiate directly with regulators and stakeholders

  74. TASK 74

    Translate the theories of industrial ecology into eco-industrial practices.

    AI DOES

    Summarizes industrial ecology theories, generates practice frameworks, and maps resource flow ideas

    YOU DO

    Build trust with industry partners and adapt plans to real facilities and communities

  75. TASK 75

    Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.

    AI DOES

    Searches literature, summarizes data patterns, and helps model environmental impacts

    YOU DO

    Design fieldwork, collect samples, and make judgment calls about real ecosystems

  76. TASK 76

    Investigate accidents affecting the environment to assess ecological impact.

    AI DOES

    Analyzes sensor data, models pollutant spread, and summarizes research on similar past accidents

    YOU DO

    Visit the site, collect samples, and make judgment calls about real-world ecological conditions

  77. TASK 77

    Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.

    AI DOES

    Helps design study plans, reviews existing research, suggests methods, and analyzes collected data

    YOU DO

    Go into the field, observe real conditions, and make judgment calls that only on-the-ground experience provides

  78. TASK 78

    Supervise or train students, environmental technologists, technicians, or other related staff.

    AI DOES

    Drafts training materials, quizzes, and onboarding documents

    YOU DO

    Show up in person, read the room, and adapt coaching to each learner

  79. TASK 79

    Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.

    AI DOES

    Analyzes environmental data, models habitat impacts, drafts restoration plans, and reviews scientific literature

    YOU DO

    Get outside, assess real conditions, and lead on-the-ground restoration work

  80. TASK 80SOURCE-BACKED TASK

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

    AI DOES

    Generates model structures and runs statistical tests

    YOU DO

    Choose the right approach for real problems

    About this analysis

    42% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  81. TASK 81SOURCE-BACKED TASK

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

    AI DOES

    Generates charts and calculates basic environmental metrics

    YOU DO

    Interpret what the patterns mean for action

    About this analysis

    41% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  82. TASK 82

    Conduct environmental audits or inspections or investigations of violations.

    AI DOES

    Drafts checklists, summarizes regulations, and helps write audit reports

    YOU DO

    Show up on-site, use your senses, and make judgment calls about what you observe

  83. TASK 83SOURCE-BACKED TASK

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

    AI DOES

    Suggests common methods based on research goals

    YOU DO

    Choose what fits your specific context

    About this analysis

    36% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  84. TASK 84SOURCE-BACKED TASK

    Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.

    AI DOES

    Drafts presentations and explains complex topics clearly

    YOU DO

    Connect with your audience and earn trust

    About this analysis

    35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  85. TASK 85SOURCE-BACKED TASK

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

    AI DOES

    Runs statistical tests and spots data patterns

    YOU DO

    Judge what the patterns actually mean

    About this analysis

    30% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  86. TASK 86SOURCE-BACKED TASK

    Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.

    AI DOES

    Analyzes data and drafts policy frameworks

    YOU DO

    Balance competing interests and build consensus

    About this analysis

    29% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  87. TASK 87SOURCE-BACKED TASK

    Examine societal issues and their relationship with both technical systems and the environment.

    AI DOES

    Gathers data on environmental and technical impacts

    YOU DO

    Connect the dots and judge what's urgent

    About this analysis

    28% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  88. TASK 88SOURCE-BACKED TASK

    Review existing policies or legislation to identify environmental impacts.

    AI DOES

    Scans documents and flags potential environmental concerns

    YOU DO

    Weigh trade-offs and set priorities

    About this analysis

    23% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  89. TASK 89

    Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.

    AI DOES

    Helps draft training materials, checklists, or field guides to support crew instruction

    YOU DO

    Stay present in the field to observe, coach, and make real-time safety and restoration decisions

  90. TASK 90SOURCE-BACKED TASK

    Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.

    AI DOES

    Processes vast studies and generates summary reports

    YOU DO

    Judge what matters for policy decisions

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  91. TASK 91SOURCE-BACKED TASK

    Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.

    AI DOES

    Summarizes papers and identifies key trends

    YOU DO

    Judge relevance and connect insights

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  92. TASK 92SOURCE-BACKED TASK

    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.

    AI DOES

    Processes datasets and generates summary reports

    YOU DO

    Interpret patterns and recommend actions

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  93. TASK 93SOURCE-BACKED TASK

    Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.

    AI DOES

    Generates content ideas and draft materials

    YOU DO

    Shape the message and inspire action

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  94. TASK 94SOURCE-BACKED TASK

    Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.

    AI DOES

    Researches regulations and drafts policy frameworks

    YOU DO

    Judge stakeholder needs and set priorities

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  95. TASK 95SOURCE-BACKED TASK

    Develop environmental management or restoration plans for sites with power transmission lines, natural gas pipelines, fuel refineries, geothermal plants, wind farms, or solar farms.

    AI DOES

    Analyzes site data and suggests restoration methods

    YOU DO

    Balance competing priorities and stakeholder needs

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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Data sources and attribution

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. rtwoai has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. O*NET® is a trademark of USDOL/ETA.

Wage and employment figures are from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (2025). Job outlook is from the BLS Employment Projections program, 2024–34. BLS data are in the public domain. BLS has not reviewed or endorsed this page.

Task collaboration data is from the Anthropic Economic Index, release 2025-03-27, used under the CC BY 4.0 license. Anthropic has not reviewed or endorsed this page.

How we describe AI use in each task is our own characterization, not a measurement of whether AI can replace this job. Microsoft note that their metrics "should not be misconstrued or misrepresented as measuring the ability of AI to replace jobs," and that there is more to an occupation than the sum of its tasks.

Can AI do the work of Environmental Scientists and Specialists, Including Healths? — rtwoai