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Automation Risk Analysis

Will “Restoration Ecologist” be Automated?

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AI Exposure Risk

52%

“Restoration Ecologist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

33%

“Restoration Ecologist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 33% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Environmental Restoration Planners, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Job Title & Hierarchy Code (SOC) Environmental Restoration Planners #19-2041.02
ℹ️

Data is based on the reference occupation: “Environmental Restoration Planners”

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Core Skills & Abilities

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

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

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

  • Review existing environmental remediation designs.

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

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

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

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

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

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

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

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

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

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

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

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

  • Write grants to obtain funding for restoration projects.

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

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

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

  • Develop environmental restoration project schedules and budgets.

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

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

Technologies & Software

  • Email software
  • Mistral (Mistral AI)
  • Microsoft Access
  • Microsoft PowerPoint
  • Adobe Creative Cloud software
  • Microsoft Project
  • Adobe Acrobat
  • HEC-RAS
  • Microsoft Outlook
  • NotebookLM (Google)
  • Gemini for Workspace
  • Consensus
  • Geographic information system GIS systems
  • Microsoft Office software
  • Web browser software
  • IWR-PLAN
  • Microsoft SharePoint
  • Kimi (Moonshot AI)
  • Autodesk AutoCAD Civil 3D
  • Gemini (Google)
  • Microsoft Dynamics
  • ESRI ArcGIS software
  • Adobe Photoshop
  • Qwen (Alibaba)
  • Grok (xAI)
  • Autodesk AutoCAD
  • Geographic information system GIS software
  • Microsoft Excel
  • Elicit
  • Scite AI
  • Mistral AI (chat/models)
  • DeepSeek
  • Semantic Scholar AI
  • Microsoft Dynamics CRM
  • Adobe InDesign
  • Adobe Illustrator
  • Perplexity AI
  • ChatGPT (OpenAI)
  • Claude (Anthropic)
  • Microsoft Word
  • Global positioning system GPS software
  • Word processing software
  • ESRI ArcMap
  • Nova (Amazon)
  • Llama (Meta)
  • Computer data input scanners
  • Laser facsimile machines
  • Global positioning system GPS receivers
  • Desktop computers
  • Multi-line telephone systems
  • Personal computers
  • Laptop computers