How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Demonstrate or promote the economic benefits of sound environmental regulations.82
- Write social, legal, or economic impact statements to inform decision makers for natural resource policies, standards, or programs.82
- Collect and analyze data to compare the environmental implications of economic policy or practice alternatives.81
- Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes.81
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Examine the exhaustibility of natural resources or the long-term costs of environmental rehabilitation.01
- Write technical documents or academic articles to communicate study results or economic forecasts.02
- Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection.03
- Conduct research to study the relationships among environmental problems and patterns of economic production and consumption.04
- Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Climate Change Policy Analysts
Closely related work
Compare these careers →Industrial Ecologists
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Compare these careers →Economics Teachers, Postsecondary
Closely related work
Compare these careers →Chief Sustainability Officers
Related work
Compare these careers →Environmental Scientists and Specialists, Including Health
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Compare these careers →Geoscientists, Except Hydrologists and Geographers
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Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
