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Science & Research · Updated Aug 2026

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.

JVS 2.0.0-phase4b
AI Exposure
72/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
55/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence83/100
Task coverage86%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.High
73
Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.High
73
Develop environmental restoration project schedules and budgets.High
74
Collect and analyze data to determine environmental conditions and restoration needs.High
73
Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.High
75
Conduct site assessments to certify a habitat or to ascertain environmental damage or restoration needs.High
73
Create habitat management or restoration plans, such as native tree restoration and weed control.High
71
Plan environmental restoration projects, using biological databases, environmental strategies, and planning software.High
72
Develop natural resource management plans, using knowledge of environmental planning or state and federal environmental regulatory requirements.High
71
Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.Medium
76
Identify short- and long-term impacts of environmental remediation activities.Medium
75
Plan or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.Medium
70
Apply for permits required for the implementation of environmental remediation projects.High
75
Develop and communicate recommendations for landowners to maintain or restore environmental conditions.Medium
73
Conduct feasibility and cost-benefit studies for environmental remediation projects.Medium
74
Notify regulatory or permitting agencies of deviations from implemented remediation plans.Medium
73
Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.High
39
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Identify environmental mitigation alternatives, ensuring compliance with applicable standards, laws, or regulations.76
  2. Communicate findings of environmental studies or proposals for environmental remediation to other restoration professionals.75
  3. Identify short- and long-term impacts of environmental remediation activities.75
  4. Apply for permits required for the implementation of environmental remediation projects.75
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Inspect active remediation sites to ensure compliance with environmental or safety policies, standards, or regulations.01
  2. Supervise and provide technical guidance, training, or assistance to employees working in the field to restore habitats.02
  3. Provide technical direction on environmental planning to energy engineers, biologists, geologists, or other professionals working to develop restoration plans or strategies.03
  4. Develop environmental restoration project schedules and budgets.04
  5. Collect and analyze data to determine environmental conditions and restoration needs.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency75
Physical dependency43
Adoption pressure52
Labour-market resilience63
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence83/100
CalculatedAug 21, 2026
Read methodology →