AITakeover Tracker
32%medium risk

Environmental Restoration Planners

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.

Green New & EmergingHigher risk than 51% of occupations

AI Impact Summary

Environmental Restoration Planners faces moderate AI displacement risk with a score of 32/100. This occupation has higher AI displacement risk than 51% 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.

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.

Mathematics10%

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

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)

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.

Complex Problem Solving75%

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

Coordination70%

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

Social Perceptiveness90%

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

Persuasion80%

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

Service Orientation82%

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

Negotiation85%

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

AI-Augmented Skills (7)

Critical ThinkingWritingActive LearningMonitoringSystems AnalysisJudgment and Decision MakingTechnology Design

Recommended Courses

Courses matched to Environmental Restoration Planners 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.1pt risk+$4K/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+$5K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk+$5K/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

Prior Experience Needed

Work experience required to enter this job

3-6 months5%
1-2 years29%
2-4 years33%
4-6 years24%
6-8 years10%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month5%
1-3 months29%
3-6 months14%
6 months - 1 year29%
1-2 years14%
2-4 years10%

How AI Impacts Each Task

23 tasks analyzed

Collect and analyze data to determine environmental conditions and restoration needs.

Risk: 51.0%AI: 60EstimatedTime: 8%

Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.

Risk: 49.0%AI: 55EstimatedTime: 8%

Develop and communicate recommendations for landowners to maintain or restore environmental conditions.

Risk: 27.0%AI: 30EstimatedTime: 5%

Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.

Risk: 29.0%AI: 35EstimatedTime: 5%

Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs.

Risk: 41.0%AI: 35EstimatedTime: 6%

Create habitat management or restoration plans, such as native tree restoration and weed control.

Risk: 49.0%AI: 55EstimatedTime: 6%

Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.

Risk: 23.0%AI: 20EstimatedTime: 5%

Develop environmental restoration project schedules and budgets.

Risk: 84.0%AI: 87EstimatedTime: 4%

Apply for permits required for the implementation of environmental remediation projects.

Risk: 84.0%AI: 87EstimatedTime: 3%

Create diagrams to communicate environmental remediation planning, using geographic information systems (GIS), computer-aided design (CAD), or other mapping or diagramming software.

Risk: 78.0%AI: 72EstimatedTime: 4%

Identify short- and long-term impacts of environmental remediation activities.

Risk: 49.0%AI: 55EstimatedTime: 4%

Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.

Risk: 25.0%AI: 25EstimatedTime: 4%

Conduct environmental impact studies to examine the ecological effects of pollutants, disease, human activities, nature, and climate change.

Risk: 51.0%AI: 60EstimatedTime: 5%

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

Risk: 51.0%AI: 60EstimatedTime: 4%

Review existing environmental remediation designs.

Risk: 51.0%AI: 60EstimatedTime: 3%

Create environmental models or simulations, using geographic information system (GIS) data and knowledge of particular ecosystems or ecological regions.

Risk: 47.0%AI: 50EstimatedTime: 4%

Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.

Risk: 53.0%AI: 65EstimatedTime: 4%

Notify regulatory or permitting agencies of deviations from implemented remediation plans.

Risk: 84.0%AI: 87EstimatedTime: 2%

Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.

Risk: 53.0%AI: 65EstimatedTime: 4%

Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.

Risk: 70.0%AI: 52EstimatedTime: 4%

Develop environmental management or restoration plans for sites with power transmission lines, natural gas pipelines, fuel refineries, geothermal plants, wind farms, or solar farms.

Risk: 46.4%AI: 48.52ObservedTime: 3%

Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.

Risk: 47.0%AI: 50EstimatedTime: 2%

Write grants to obtain funding for restoration projects.

Risk: 55.0%AI: 70EstimatedTime: 3%

Protective Factors

Total protective discount: 32.1%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityIntegrityCooperationInitiativeAttention to DetailAdaptability/FlexibilityAnalytical ThinkingAchievement/EffortIndependencePersistenceInnovationLeadership

Wage & Employment (2024)

Median Wage

$80,060

per year

Mean Wage

$88,640

per year

Employment

85K

workers

Wage Range

$50,130 - $134,830

10th - 90th pct

Wage Distribution

$50,130Median: $80,060$134,830
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Environmental Restoration Planners 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.

  • 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.

  • Mathematics

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

  • 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.

  • 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.

  • Complex Problem Solving

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

  • Coordination

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

  • Social Perceptiveness

    Social Perceptiveness 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.

  • Active Learning

    Active Learning 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 2 scoring runs

-0.9

overall change

Checking for existing plan...