AI exposure score

Brownfield Redevelopment Specialists and Site Managers

Brownfield Redevelopment Specialists and Site Managers score 47 out of 100, which is elevated exposure to AI. That ranks #318 of 923 US occupations, where #1 is the most exposed. Of the 23 tasks in this job, AI could speed up 1 on its own and 19 more with extra software built on top of it. None of its tasks showed up in real AI use in April–May 2026.

47/ 100

Elevated

Rank: #318of 923 jobs
US workers: 622,190for Managers, All Other
Median pay: $141,900a year
In real AI use: 0 of 23tasks, April–May 2026

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Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

AI can speed this up on its own: 1 (4%)
AI can speed this up with extra software: 19 (83%)
Little or no AI speed-up: 3 (13%)

Maintain records of decisions, actions, and progress related to environmental redevelopment projects.AI can speed this up on its own · core task
Identify environmental contamination sources.AI can speed this up with extra software · core task
Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.AI can speed this up with extra software · core task
Identify and apply for project funding.AI can speed this up with extra software · core task
Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.AI can speed this up with extra software · core task
Estimate costs for environmental cleanup and remediation of land redevelopment projects.AI can speed this up with extra software · core task
Conduct quantitative risk assessments for human health, environmental, or other risks.AI can speed this up with extra software · core task
Design or implement plans for surface or ground water remediation.AI can speed this up with extra software · core task
Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.AI can speed this up with extra software · core task
Review or evaluate environmental remediation project proposals.AI can speed this up with extra software · core task
Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.AI can speed this up with extra software · core task
Inspect sites to assess environmental damage or monitor cleanup progress.AI can speed this up with extra software · core task
Develop or implement plans for the sustainable regeneration of brownfield sites to ensure regeneration of a wider area by providing environmental protection or economic and social benefits.AI can speed this up with extra software · core task
Conduct feasibility or cost-benefit studies for environmental remediation projects.AI can speed this up with extra software · core task
Prepare and submit permit applications for demolition, cleanup, remediation, or construction projects.AI can speed this up with extra software · core task
Negotiate contracts for services or materials needed for environmental remediation.AI can speed this up with extra software · core task
Design or conduct environmental restoration studies.AI can speed this up with extra software · core task
Review or evaluate designs for contaminant treatment or disposal facilities.AI can speed this up with extra software · core task
Develop or implement plans for revegetation of brownfield sites.AI can speed this up with extra software · supplemental task
Provide expert witness testimony on issues such as soil, air, or water contamination and associated cleanup measures.AI can speed this up with extra software · supplemental task
Coordinate the disposal of hazardous waste.Little or no AI speed-up · core task
Design or implement plans for structural demolition and debris removal.Little or no AI speed-up · core task
Provide training on hazardous material or waste cleanup procedures and technologies.Little or no AI speed-up · supplemental task

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Questions about brownfield redevelopment specialists and site managers and AI

Will AI replace brownfield redevelopment specialists and site managers?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Brownfield Redevelopment Specialists and Site Managers score 47 out of 100 (elevated exposure), #318 of 923 US jobs. AI could speed up 20 of the job's 23 tasks, 1 of them on its own, while 3 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which brownfield redevelopment specialists and site managers tasks can AI do?

The most exposed tasks include "Maintain records of decisions, actions, and progress related to environmental redevelopment projects".

Which brownfield redevelopment specialists and site managers tasks are hardest for AI?

Tasks with little or no AI speed-up include "Coordinate the disposal of hazardous waste"; "Design or implement plans for structural demolition and debris removal"; "Provide training on hazardous material or waste cleanup procedures and technologies".

Are people already using AI for this work?

Not much yet. None of the job's tasks showed up in real conversations with Claude in April–May 2026, according to the Anthropic Economic Index.

How many people work as brownfield redevelopment specialists and site managers, and what do they earn?

About 622,190 people in the US (figure for Managers, All Other), with median pay of $141,900 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.