Brownfield Redevelopment Specialists and Site Managers

AI Risk Score45%Low Risk

The 45% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.

In this role, you plan and direct cleanup and redevelopment of contaminated properties for reuse. does not include properties sufficiently contaminated to qualify as superfund sites. Your job is considered Low Risk for AI automation.

Below is your job's AI vulnerability profile with detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Remember, look for tasks that you can automate in your job to make you more productive, while focus on developing the areas that AI cannot easily automate. Plus, explore the technology section to see what tools and software you'll likely encounter in this role and therefore can look for AI alternatives.

You're already ahead of the curve by checking your risk and exploring your options. This project goes beyond one role, we’re building a global job warning system to help everyone stay ahead of AI. By supporting our research, you’ll unlock your full job profile, including detailed risk breakdowns, trend alerts, and priority access to new research. Supporting our research not only gives you deeper insights into your own role, it helps us keep this project alive for millions of others navigating the future of work, but don't worry, if you are not ready to support us, we provide enough free insights to get you started.

In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.

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On the job, you would

On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.

9/23
Evaluate environmental or sustainability projects.3.77

Evaluating environmental remediation proposals requires expert judgment and understanding of environmental science, which are difficult for AI to fully replicate.

Evaluate environmental or sustainability projects.3.06

Evaluating designs for treatment facilities involves technical expertise and critical thinking, which AI can support but not fully replace.

Train employees on environmental awareness, conservation, or safety topics.3.08

Providing training on hazardous material cleanup involves interpersonal skills and adaptability to trainees' needs, which are challenging for AI to automate.

Advise others on legal or regulatory compliance matters.2.57

Providing expert witness testimony requires human expertise, credibility, and the ability to respond to dynamic questioning, making it difficult for AI to automate.

Prepare operational progress or status reports.3.77Risk

Preparing reports or presentations involves data analysis and communication skills, which AI can assist with but still require human interpretation and presentation.

Negotiate contracts for environmental remediation, green energy, or renewable resources.3.43

Negotiating contracts involves interpersonal skills, persuasion, and understanding of legal nuances, which are challenging for AI to automate.

Prepare forms or applications.3.47Risk

Preparing and submitting permit applications is a structured task that can be partially automated, but it requires human oversight for compliance and accuracy.

Maintain operational records for green energy processes or other environmentally-sustainable activities.3.68Risk

Maintaining records involves data management, which AI can assist with, but human oversight is needed for accuracy and context.

Inspect condition or functioning of facilities or equipment.3.76

Inspecting sites requires physical presence and human judgment to assess environmental conditions, which are difficult for AI to automate.

Advanced Problem AnalysisRisk
Strategic Decision ImplementationRisk
Complex System OptimizationRisk

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Knowledge

Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.

9/21

Skills

Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.

8/28

Abilities

Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.

9/26

Technology Used

Tools, software, and technological systems you use in your work.

9/22
Office suite software
Calendar and scheduling software
Enterprise resource planning ERP software
Geographic information system
Operating system software
Analytical or scientific software
Data base user interface and query software
Spreadsheet software
Electronic mail software
Advanced AI Tools
Machine Learning Platforms
Predictive Analytics Software

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Expert Insights

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Expert comments on the job, click on the expert to see their answers.

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What to do next?

Great news — your role is fairly safe for now, but it's smart to stay proactive. Choose your strategy below:

Recommended for Low Risk:

  • • Upskill: Focus on human-centric skills that AI can't easily replicate (creativity, emotional intelligence, strategic thinking)
  • • Use AI: Learn to leverage AI tools to enhance your productivity and stay ahead of the curve
  • • Stay Alert: Monitor changes in your field to maintain your competitive advantage

Each tab contains curated resources designed to help you take the next step. More resources will be added over time.

Frequently Asked Questions

Based on our analysis, a this role has a 45% AI risk score, which is considered low risk. While some tasks in this role may be automated, the profession as a whole is for now, relatively safe from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.

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