Takeover 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.

Higher risk than 51% of occupations
Checking for existing plan...

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%

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.

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.

Score History

Risk score over 2 scoring runs

-0.9

overall change

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%

Related News

Recent articles about AI affecting this occupation

2 articles

‘In two years, nobody will care’ if actors are AI or not, predicts La Haine director

Mathieu Kassovitz is developing an AI-enabled film and dismissing copyright concerns, signaling a major shift in how established filmmakers view synthetic performers. This normalizes the replacement of human actors with AI counterparts in mainstream cinema.

The Guardian AIApr 22

Marvel Visual Director Exits Amid Disney Layoffs as AI Reshapes Studio Art

Andy Park, Marvel's director of visual development, is leaving after 16 years as part of broader Disney layoffs. The departure of such a senior artist highlights the ongoing vulnerability of creative roles in the current studio climate.

VarietyApr 20

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