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.
- Maintain records of decisions, actions, and progress related to environmental redevelopment projects.73
- Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.73
- Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.73
- Design or implement plans for surface or ground water remediation.73
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.
- Provide training on hazardous material or waste cleanup procedures and technologies.01
- Prepare and submit permit applications for demolition, cleanup, remediation, or construction projects.02
- Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.03
- Provide expert witness testimony on issues such as soil, air, or water contamination and associated cleanup measures.04
- Inspect sites to assess environmental damage or monitor cleanup progress.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Environmental Restoration Planners
Closely related work
Compare these careers →Environmental Engineers
Closely related work
Compare these careers →Environmental Scientists and Specialists, Including Health
Closely related work
Compare these careers →Conservation Scientists
Closely related work
Compare these careers →Water/Wastewater Engineers
Related work
Compare these careers →Water Resource Specialists
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.
