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Automation Risk Analysis

Will “Water Conservation Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #75 of 702. Estimated risk: 1.6%

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AI Exposure Risk

54%

“Water Conservation 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%

“Water Conservation 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

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

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

  • 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.

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

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

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

  • Review grant applications or make funding recommendations.

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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

  • Develop soil maps.

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

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

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

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

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

  • Manage field offices or involve staff in cooperative ventures.

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

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

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

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

Technologies & Software

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