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.
- Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.76
- Promote initiatives to mitigate climate change with government or environmental groups.76
- Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.76
- Present climate-related information at public interest, governmental, or other meetings.76
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.
- Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.01
- Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.02
- Promote initiatives to mitigate climate change with government or environmental groups.03
- Research policies, practices, or procedures for climate or environmental management.04
- Gather and review climate-related studies from government agencies, research laboratories, and other organizations.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Chief Sustainability Officers
Closely related work
Compare these careers →Environmental Scientists and Specialists, Including Health
Closely related work
Compare these careers →Industrial Ecologists
Closely related work
Compare these careers →Environmental Economists
Closely related work
Compare these careers →Sustainability Specialists
Closely related work
Compare these careers →Conservation Scientists
Related work
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.
