Takeover Tracker
30%medium risk

Brownfield Redevelopment Specialists and Site Managers

Plan and direct cleanup and redevelopment of contaminated properties for reuse. Does not include properties sufficiently contaminated to qualify as Superfund sites.

Higher risk than 36% of occupations
Checking for existing plan...

How AI Impacts Each Task

23 tasks analyzed

Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements.

Risk: 21.0%AI: 15EstimatedTime: 8%

Estimate costs for environmental cleanup and remediation of land redevelopment projects.

Risk: 49.0%AI: 55EstimatedTime: 5%

Inspect sites to assess environmental damage or monitor cleanup progress.

Risk: 17.0%AI: 20EstimatedTime: 8%

Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.

Risk: 84.0%AI: 87EstimatedTime: 5%

Identify environmental contamination sources.

Risk: 47.0%AI: 50EstimatedTime: 6%

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

Risk: 43.0%AI: 40EstimatedTime: 7%

Review or evaluate environmental remediation project proposals.

Risk: 49.0%AI: 55EstimatedTime: 5%

Negotiate contracts for services or materials needed for environmental remediation.

Risk: 23.0%AI: 20EstimatedTime: 4%

Conduct feasibility or cost-benefit studies for environmental remediation projects.

Risk: 49.0%AI: 55EstimatedTime: 4%

Maintain records of decisions, actions, and progress related to environmental redevelopment projects.

Risk: 86.0%AI: 92EstimatedTime: 5%

Design or implement plans for surface or ground water remediation.

Risk: 43.0%AI: 40EstimatedTime: 4%

Design or conduct environmental restoration studies.

Risk: 47.0%AI: 50EstimatedTime: 4%

Coordinate the disposal of hazardous waste.

Risk: 80.0%AI: 77EstimatedTime: 4%

Prepare and submit permit applications for demolition, cleanup, remediation, or construction projects.

Risk: 84.0%AI: 87EstimatedTime: 4%

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.

Risk: 43.0%AI: 40EstimatedTime: 4%

Conduct quantitative risk assessments for human health, environmental, or other risks.

Risk: 47.0%AI: 50EstimatedTime: 4%

Review or evaluate designs for contaminant treatment or disposal facilities.

Risk: 47.0%AI: 50EstimatedTime: 3%

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

Risk: 43.0%AI: 40EstimatedTime: 3%

Design or implement plans for structural demolition and debris removal.

Risk: 43.0%AI: 40EstimatedTime: 3%

Provide training on hazardous material or waste cleanup procedures and technologies.

Risk: 27.0%AI: 30EstimatedTime: 3%

Develop or implement plans for revegetation of brownfield sites.

Risk: 47.0%AI: 50EstimatedTime: 2%

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

Risk: 19.0%AI: 10EstimatedTime: 2%

Identify and apply for project funding.

Risk: 51.0%AI: 60EstimatedTime: 3%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Brownfield Redevelopment Specialists and Site Managers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.4pt risk+$8K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk+$8K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courserabeginner

Google Project Management: Professional Certificate

by Google

~4 months$49/mo4.8Certificate
Strengthens resilience: Coordination

Estimated Impact

-3.8pt risk+$8K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Score History

Risk score over 3 scoring runs

-6.6

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Some College8%
Bachelor's Degree68%
Master's Degree12%
Doctoral/Professional Degree12%

Prior Experience Needed

Work experience required to enter this job

None4%
6 months - 1 year4%
1-2 years17%
2-4 years17%
4-6 years29%
6-8 years13%
8-10 years13%
Over 10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month21%
3-6 months4%
6 months - 1 year42%
1-2 years4%
2-4 years8%
4-6 years17%

Related News

Recent articles about AI affecting this occupation

5 articles

VMS Deploys AI Virtual Fleet Manager to Automate Maintenance Jobs

Vehicle Management Systems has released an AI platform that handles predictive maintenance and streamlines operations autonomously. This technology directly targets the responsibilities of human fleet managers, potentially reducing headcount in logistics oversight.

Digital DealerApr 23

‘In two years, nobody will care’ if actors are AI or not, predicts La Haine director

Mathieu Kassovitz is developing an AI-enabled film and dismissing copyright concerns, signaling a major shift in how established filmmakers view synthetic performers. This normalizes the replacement of human actors with AI counterparts in mainstream cinema.

The Guardian AIApr 22

Marvel Visual Director Exits Amid Disney Layoffs as AI Reshapes Studio Art

Andy Park, Marvel's director of visual development, is leaving after 16 years as part of broader Disney layoffs. The departure of such a senior artist highlights the ongoing vulnerability of creative roles in the current studio climate.

VarietyApr 20

Google's Shift to "Agent Manager" Threatens SEO and Research Jobs

CEO Sundar Pichai confirmed Google is moving away from traditional link-based search toward AI agents that complete multi-step workflows. This pivot threatens to eliminate millions of top-of-funnel web traffic jobs and automate basic digital research roles.

Search Engine JournalApr 11

Manager engagement is slipping — and affecting AI use, Gallup finds

A new Gallup survey reveals that disengaged leadership is actively bottlenecking employee AI adoption. Workers are significantly less likely to experiment with new tools when their direct supervisors show no interest.

HR DiveApr 9

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis