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Automation Risk Analysis

Will “Aquatic Ecologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #75 of 702. Estimated risk: 1.6%

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AI Exposure Risk

54%

“Aquatic 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%

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

  • 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.

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

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

  • Manage field offices or involve staff in cooperative ventures.

  • 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.

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

  • Review proposed wetland restoration easements or provide technical recommendations.

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

  • Develop soil maps.

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

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

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

Technologies & Software

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