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Automation Risk Analysis

Will “Grassland Conservationist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #75 of 702. Estimated risk: 1.6%

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AI Exposure Risk

54%

“Grassland 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%

“Grassland 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

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

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

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

  • 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.

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

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

  • 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.

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

  • Manage field offices or involve staff in cooperative ventures.

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

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

  • Develop soil maps.

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

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

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

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

  • Review proposed wetland restoration easements or provide technical recommendations.

  • 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.

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

  • 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.

  • Review grant applications or make funding recommendations.

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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