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Automation Risk Analysis

Will “Restoration Ecologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #75 of 702. Estimated risk: 1.6%

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AI Exposure Risk

54%

“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 54% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“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 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Conservation Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering.

Avg. Annual Salary $74,310
Avg. Hourly Wage $35.73
Available Jobs (US) 25,590
Job Title & Hierarchy Code (SOC) Conservation Scientists #19-1031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Conservation Scientists”

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Core Skills & Abilities

  • Develop or conduct environmental studies, such as plant material field trials or wildlife habitat impact studies.

  • Respond to complaints or questions on wetland jurisdiction, providing information or clarification.

  • Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.

  • Revisit land users to view implemented land use practices or plans.

  • Manage field offices or involve staff in cooperative ventures.

  • Review proposed wetland restoration easements or provide technical recommendations.

  • Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.

  • Develop or maintain working relationships with local government staff or board members.

  • Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.

  • Develop water conservation or harvest plans, using weather information systems, irrigation information management systems, or other sources of daily evapotranspiration (ET) data.

  • Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities.

  • Coordinate or implement technical, financial, or administrative assistance programs for local government units to ensure efficient program implementation or timely responses to requests for assistance.

  • Review or approve amendments to comprehensive local water plans or conservation district plans.

  • Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.

  • Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.

  • Review grant applications or make funding recommendations.

  • Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.

  • Monitor projects during or after construction to ensure projects conform to design specifications.

  • Review annual reports of counties, conservation districts, or watershed management organizations, certifying compliance with mandated reporting requirements.

  • Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.

  • Initiate, schedule, or conduct annual audits or compliance checks of program implementation by local government.

  • Develop soil maps.

  • Conduct fact-finding or mediation sessions among government units, landowners, or other agencies to resolve disputes.

  • Visit areas affected by erosion problems to identify causes or determine solutions.

  • Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides.

  • Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.

  • Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.

  • Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.

  • Analyze results of investigations to determine measures needed to maintain or restore proper soil management.

  • Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.

Technologies & Software

  • State Soil Geographic STATSGO Database
  • Autodesk Maya
  • CroPMan
  • Interstudio Geo-Tec B
  • Mistral (Mistral AI)
  • Global positioning system GPS software
  • Water Soil and Hydro-Environmental Decision Support System WATERSHEDSS
  • Perplexity AI
  • HYDRUS-2D
  • Nova (Amazon)
  • USDA Forest Vegetation Simulator FVS
  • Mitre Software GSLOPE
  • DeepSeek
  • Grok (xAI)
  • U.S. Department of Agriculture USDA WinSRM
  • ESRI ArcView
  • Microsoft Excel
  • Semantic Scholar AI
  • Web browser software
  • GFA2D
  • Adobe Acrobat
  • Salix Applied Earthcare Erosion Draw
  • Kimi (Moonshot AI)
  • Clover Technology GALENA
  • ESRI ArcInfo
  • Water resources databases
  • Microsoft Outlook
  • Studio of Analytical Models STANMOD
  • GEO-SLOPE SEEP/W
  • Consensus
  • Gemini (Google)
  • Microsoft Office software
  • Delft GeoSystems MStab
  • CropSyst Suite
  • Microsoft Word
  • Qwen (Alibaba)
  • NotebookLM (Google)
  • Autodesk AutoCAD
  • Geographic information system GIS systems
  • Datasurge GEOPRO
  • WinEPIC
  • Landscape Management System LMS
  • Gemini for Workspace
  • Scite AI
  • Llama (Meta)
  • ESRI ArcGIS software
  • Email software
  • ChatGPT (OpenAI)
  • Mistral AI (chat/models)
  • Geographic information system GIS software
  • Microsoft PowerPoint
  • Microsoft Windows
  • Word processing software
  • Microsoft Active Server Pages ASP
  • Claude (Anthropic)
  • Elicit
  • Microsoft Access
  • Personal computers
  • Global positioning system GPS receivers
  • Laser distance measurement systems
  • Laptop computers
  • Dumpy levels
  • Dutch augers
  • Desktop computers
  • Theodolites
  • Digital cameras
  • Water samplers
  • Total stations