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Automation Risk Analysis

Will “Natural Resources Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #75 of 702. Estimated risk: 1.6%

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AI Exposure Risk

54%

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

Automation & Robot Risk

42%

“Natural Resources 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 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

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

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

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

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

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

  • Develop soil maps.

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

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

  • 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.

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

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

  • Review proposed wetland restoration easements or provide technical recommendations.

  • Review grant applications or make funding recommendations.

  • 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.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Manage field offices or involve staff in cooperative ventures.

Technologies & Software

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