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Automation Risk Analysis

Will “Conservation Planner” be Automated?

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AI Exposure Risk

52%

“Conservation Planner” 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%

“Conservation Planner” 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

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

  • Review existing environmental remediation designs.

  • Develop environmental restoration project schedules and budgets.

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

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

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

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

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

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

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

  • Write grants to obtain funding for restoration projects.

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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