Will AI replace Brownfield Redevelopment Specialists and Site Managers?

What this score means

Brownfield Redevelopment Specialists and Site Managers leans toward the safer end for Management. Parts of the role touch tasks AI is getting good at, but the core still depends on hands-on work or judgment that resists automation. At 36 out of 100 it sits close to the Management average of 38. Across the 4 sources behind this baseline, individual estimates run from 25 to 48, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Brownfield Redevelopment Specialists and Site Managers, most central first, showing 12 of 23.

• 01Identify environmental contamination sources.
• 02Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.
• 03Identify and apply for project funding.
• 04Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.
• 05Estimate costs for environmental cleanup and remediation of land redevelopment projects.
• 06Conduct quantitative risk assessments for human health, environmental, or other risks.
• 07Design or implement plans for surface or ground water remediation.
• 08Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.
• 09Review or evaluate environmental remediation project proposals.
• 10Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.
• 11Inspect sites to assess environmental damage or monitor cleanup progress.
• 12Maintain records of decisions, actions, and progress related to environmental redevelopment projects.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 4 research sources that scored Brownfield Redevelopment Specialists and Site Managers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
• 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 04AI Occupational Exposure to Language Modeling · 2023

Also covers

Brownfield Program Director · Brownfield Program Manager · Brownfield Redevelopment Coordinator · Brownfield Redevelopment Site Manager · Brownfield Redevelopment Specialist · Brownfields Practice Leader · Brownfields Program Coordinator · Brownfields Program Manager and related titles

More management occupations

• Administrative Services Managers37/100
• Advertising and Promotions Managers47/100
• Architectural and Engineering Managers35/100
• Biofuels Production Managers27/100
• Biofuels/Biodiesel Technology and Product Development Managers32/100
• Biomass Power Plant Managers30/100
• Business Development Manager10/100
• Chief Executives32/100