Resilient

Last Update: 10/7/2026

AI Resilience Score for Brownfield Redevelopment:

73.9%

Median Score

Meaningful human contribution

High

Long-term employer demand

High

Sustained economic opportunity

High

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient brownfield redevelopment work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For brownfield redevelopment specialists, six of eight sources had data, with Microsoft and Adaptive Capacity absent. The five AI exposure sources leaned Medium to High, with Will Robots Take My Job most optimistic about human work staying central. That broad agreement, plus strong hiring and pay signals from BLS Opportunity Score and Wage Bill, lifts the score to "Resilient" with medium-high confidence.

AI Resilience Report forBrownfield Redevelopment Specialists and Site Managers

$141,900 median salary•100,900 annual openings•SOC Code: 11-9199.11

Brownfield Redevelopment Specialists and Site Managers are more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Brownfield Redevelopment Specialists are labeled "Resilient" because the most important parts of the job, like negotiating contracts, designing site plans, engaging with communities, and making high-stakes judgment calls, are exactly the kinds of tasks that AI struggles to handle on its own. While AI is genuinely helping with things like data analysis, document processing, and tracking how pollutants move through soil and water, those tools are being used to support specialists rather than replace them.

Learn more about how you can thrive in this position

This role is resilient

Brownfield Redevelopment Specialists are labeled "Resilient" because the most important parts of the job, like negotiating contracts, designing site plans, engaging with communities, and making high-stakes judgment calls, are exactly the kinds of tasks that AI struggles to handle on its own. While AI is genuinely helping with things like data analysis, document processing, and tracking how pollutants move through soil and water, those tools are being used to support specialists rather than replace them.

Read full analysis

Analysis of current AI resilience

Brownfield Redevelopment

Updated quarterly

Your move

How can Brownfield Redevelopment prepare for AI?

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

Latest AI news for Brownfield Redevelopment

These articles highlight the evolving role of AI in the brownfield redevelopment sector. The first article showcases how AI can transform polluted properties into valuable data centers, illustrating the potential for economic revitalization. The second article emphasizes the promising job outlook for Brownfield Redevelopment Specialists, who are crucial in navigating these projects. Finally, understanding AI's impact on job displacement, as discussed in the third article, prepares students to adapt and thrive in a changing landscape. This combination of innovation and job security underscores the resilience of this career path in the face of technological advancements.

More Career Info

Career: Brownfield Redevelopment Specialists and Site Managers

They clean up and manage old, unused sites to make them safe and ready for new buildings or parks.

Parent Careers

Similar Careers

Employment & Wage Data

Median Wage

$141,900

Jobs (2025)

1,338,800

Growth (2025-35)

+4.9%

Annual Openings

100,900

Education

Bachelor's degree

Experience

Less than 5 years

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

92% ResilienceSupplemental

Provide expert witness testimony on issues such as soil, air, or water contamination and associated cleanup measures.

2

82% ResilienceCore Task

Negotiate contracts for services or materials needed for environmental remediation.

3

82% ResilienceCore Task

Design or implement plans for structural demolition and debris removal.

4

82% ResilienceCore 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.

5

80% ResilienceCore Task

Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements.

6

80% ResilienceCore Task

Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites.

7

78% ResilienceCore Task

Design or implement plans for surface or ground water remediation.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web

The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.