AITakeover 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.

Green New & EmergingHigher risk than 36% of occupations

AI Impact Summary

Brownfield Redevelopment Specialists and Site Managers faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 36% of all analyzed occupations. Of 23 analyzed tasks, 4 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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.

AI-Augmented Skills (7)

Critical ThinkingWritingJudgment and Decision MakingMonitoringSystems AnalysisActive LearningTechnology Design

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.

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%

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%

Protective Factors

Total protective discount: 32.4%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityAnalytical ThinkingAttention to DetailDependabilityPersistenceCooperationInitiativeAchievement/EffortAdaptability/FlexibilityIndependenceLeadershipSelf Control

Wage & Employment (2024)

Median Wage

$136,550

per year

Mean Wage

$149,890

per year

Employment

631K

workers

Wage Range

$68,860 - $227,590

10th - 90th pct

Wage Distribution

$68,860Median: $136,550$227,590
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Brownfield Redevelopment Specialists and Site Managers professionals should diversify beyond them.

  • Reading Comprehension

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

  • Mathematics

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

  • Information Ordering

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

  • Mathematics

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

  • Memorization

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Coordination

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

  • Complex Problem Solving

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

  • Adaptability/Flexibility

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

  • Leadership

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

  • Negotiation

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 3 scoring runs

-6.6

overall change

Checking for existing plan...