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Automation Risk Analysis

Will “Fisheries Habitat Restoration Specialist” be Automated?

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AI Exposure Risk

52%

“Fisheries Habitat Restoration Specialist” 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%

“Fisheries Habitat Restoration Specialist” 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 or supervise environmental studies to achieve compliance with environmental regulations in construction, modification, operation, acquisition, or divestiture of facilities such as power plants.

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

  • Write grants to obtain funding for restoration projects.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Develop environmental restoration project schedules and budgets.

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

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

  • Review existing environmental remediation designs.

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

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

Technologies & Software

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