Environmental Restoration Planners

AI Risk Score49%Low Risk

The 49% 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 collaborate with field and biology staff to oversee the implementation of restoration projects and to develop new products. process and synthesize complex scientific data into practical strategies for restoration, monitoring or management. 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
Communicate with government agencies.3.74Risk

Notifying agencies of deviations involves communication and understanding of regulatory contexts, which AI can support but not fully automate.

Plan natural resources conservation or restoration programs.4.45

Developing project schedules and budgets requires planning and forecasting skills, where AI can assist but human judgment is needed for adjustments.

Advise others about land management or conservation.3.68

Communicating recommendations to landowners involves interpersonal skills and understanding of specific land conditions, which are challenging for AI to automate.

Create images or other visual displays.3.22Risk

Creating diagrams using GIS or CAD can be automated to an extent, but human creativity and understanding of environmental contexts are needed.

Prepare documentation for permits or licenses.4Risk

Preparing documentation for permits involves standardization and data entry, which AI can automate, but human oversight is needed for compliance.

Review environmental permits, plans, or reports.3.71Risk

Reviewing designs involves critical analysis and understanding of environmental standards, where AI can assist but human expertise is crucial.

Supervise scientific or technical personnel.4.18

Supervising personnel requires leadership and adaptability, which are challenging for AI to replicate.

Advise others about environmental management or conservation.4.41

Providing technical direction involves expertise and communication skills, which are difficult for AI to fully automate.

Direct natural resources management or conservation programs.3.74

Directing management programs involves strategic planning and leadership, which are challenging 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.

9/23

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.

8/30

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.

9/31

Technology Used

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

9/17
Document management software
Graphics or photo imaging software
Desktop publishing software
Computer aided design CAD software
Electronic mail software
Geographic information system
Mobile location based services software
Analytical or scientific software
Data base user interface and query 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 49% 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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