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 technical or administrative support for sustainability programs or issues.76
- Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.76
- Identify or procure needed resources to implement sustainability programs or projects.76
- Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.75
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.
- Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.01
- Provide technical or administrative support for sustainability programs or issues.02
- Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.03
- Create or maintain plans or other documents related to sustainability projects.04
- Collect information about waste stream management or green building practices to inform decision makers.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 →Wind Energy Development Managers
Closely related work
Compare these careers →Industrial Ecologists
Closely related work
Compare these careers →Climate Change Policy Analysts
Related work
Compare these careers →Energy Engineers, Except Wind and Solar
Related work
Compare these careers →Management Analysts
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.
