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

Director Ron Howard Predicts Filmmakers Will Embrace AI Tools

The veteran director argued that creative professionals will ultimately demand access to artificial intelligence rather than reject it. He believes legendary creators would have viewed the technology as a powerful new instrument for storytelling.

Hollywood Reporter2d ago

Intuit Director on Managing Software Teams When AI Writes the Code

Intuit's engineering director discusses how software leadership must evolve as AI makes code generation nearly free. The focus is shifting from writing syntax to managing AI-assisted development workflows.

Stack Overflow Blog3d ago

‘Stop That Train’ Director Shuts Down Claims That RuPaul Movie Used AI: ‘Every Shot Was Made By Human Hands’

Director Adam Shankman publicly defended his new film against social media accusations of generative AI use. He emphasized that traditional human labor created every shot, highlighting the growing stigma around AI in Hollywood.

VarietyJun 2

Star Wars Director Backs GenAI Over Traditional CGI Artists

Rogue One director Gareth Edwards publicly claimed generative AI will soon outperform traditional CGI at a recent Amazon event. This high-profile backing signals a major shift that could displace thousands of visual effects artists.

The Guardian AIMay 29

We are Headed to a Movie Created by One Person

The AI-generated film Hell Grind was produced in just two weeks for $500,000. This signals a massive shift in production economics that could decimate traditional Hollywood film crew jobs.

Creative BloqMay 23

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