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Automation Risk Analysis

Will “Range Conservationist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #75 of 702. Estimated risk: 1.6%

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AI Exposure Risk

54%

“Range Conservationist” 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%

“Range Conservationist” 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, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.

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

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

  • 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.

  • Develop soil maps.

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

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

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

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

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

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

  • 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 proposed wetland restoration easements or provide technical recommendations.

  • 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.

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

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

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

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

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

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

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

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

  • Review grant applications or make funding recommendations.

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

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

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

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

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

  • Manage field offices or involve staff in cooperative ventures.

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

Technologies & Software

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