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Automation Risk Analysis

Will “Agronomist” be Automated?

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AI Exposure Risk

57%

“Agronomist” 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 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

47%

“Agronomist” 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 47% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Precision Agriculture Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply geospatial technologies, including geographic information systems (GIS) and Global Positioning System (GPS), to agricultural production or management activities, such as pest scouting, site-specific pesticide application, yield mapping, or variable-rate irrigation. May use computers to develop or analyze maps or remote sensing images to compare physical topography with data on soils, fertilizer, pests, or weather.

Job Title & Hierarchy Code (SOC) Precision Agriculture Technicians #19-4012.01
ℹ️

Data is based on the reference occupation: “Precision Agriculture Technicians”

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Core Skills & Abilities

  • Collect information about soil or field attributes, yield data, or field boundaries, using field data recorders and basic geographic information systems (GIS).

  • Demonstrate the applications of geospatial technology, such as Global Positioning System (GPS), geographic information systems (GIS), automatic tractor guidance systems, variable rate chemical input applicators, surveying equipment, or computer mapping software.

  • Prepare reports in graphical or tabular form, summarizing field productivity or profitability.

  • Contact equipment manufacturers for technical assistance, as needed.

  • Participate in efforts to advance precision agriculture technology, such as developing advanced weed identification or automated spot spraying systems.

  • Install, calibrate, or maintain sensors, mechanical controls, GPS-based vehicle guidance systems, or computer settings.

  • Identify spatial coordinates, using remote sensing and Global Positioning System (GPS) data.

  • Compare crop yield maps with maps of soil test data, chemical application patterns, or other information to develop site-specific crop management plans.

  • Provide advice on the development or application of better boom-spray technology to limit the overapplication of chemicals and to reduce the migration of chemicals beyond the fields being treated.

  • Program farm equipment, such as variable-rate planting equipment or pesticide sprayers, based on input from crop scouting and analysis of field condition variability.

  • Identify areas in need of pesticide treatment by analyzing geospatial data to determine insect movement and damage patterns.

  • Analyze data from harvester monitors to develop yield maps.

  • Advise farmers on upgrading Global Positioning System (GPS) equipment to take advantage of newly installed advanced satellite technology.

  • Document and maintain records of precision agriculture information.

  • Draw or read maps, such as soil, contour, or plat maps.

  • Apply precision agriculture information to specifically reduce the negative environmental impacts of farming practices.

  • Analyze geospatial data to determine agricultural implications of factors such as soil quality, terrain, field productivity, fertilizers, or weather conditions.

  • Analyze remote sensing imagery to identify relationships between soil quality, crop canopy densities, light reflectance, and weather history.

  • Divide agricultural fields into georeferenced zones, based on soil characteristics and production potentials.

  • Create, layer, and analyze maps showing precision agricultural data, such as crop yields, soil characteristics, input applications, terrain, drainage patterns, or field management history.

  • Use geospatial technology to develop soil sampling grids or identify sampling sites for testing characteristics such as nitrogen, phosphorus, or potassium content, pH, or micronutrients.

  • Recommend best crop varieties or seeding rates for specific field areas, based on analysis of geospatial data.

Technologies & Software

  • Mistral (Mistral AI)
  • ChatGPT (OpenAI)
  • Kimi (Moonshot AI)
  • ESRI ArcView
  • Web browser software
  • Grok (xAI)
  • Microsoft Word
  • Gemini for Workspace
  • Microsoft Outlook
  • ESRI ArcPad
  • John Deere Apex Farm Management
  • Trimble AgGPS MultiPlane
  • Novariant AutoFarm AF Viewer
  • Perplexity AI
  • Llama (Meta)
  • Geographic information system GIS systems
  • Elicit
  • AGCO GTA Software Suite
  • Claude (Anthropic)
  • Ag Leader Technology SMS Advanced
  • MapShots EASi Suite
  • Nova (Amazon)
  • SST Development Group SSToolbox
  • Mistral AI (chat/models)
  • NotebookLM (Google)
  • Gemini (Google)
  • Microsoft PowerPoint
  • Microsoft Excel
  • GeoAgro GIS
  • Farm Works Site Pro
  • Microsoft Office software
  • ESRI ArcGIS software
  • Trimble AgGPS EZ-Map
  • Qwen (Alibaba)
  • Microsoft Access
  • Semantic Scholar AI
  • Consensus
  • Scite AI
  • Global positioning system GPS software
  • Microsoft Windows
  • DeepSeek
  • Yield monitor systems
  • Fertilizer spreading equipment
  • Automatic boom control systems
  • Air clutches
  • Desktop computers
  • Autosteering systems
  • Soil electrical conductivity measurement devices
  • Lightbar guidance systems
  • Soil samplers
  • Personal computers
  • Laptop computers
  • Field personal computers PC
  • Sprayer application equipment
  • Moisture monitors
  • Automatic land leveling systems
  • Tractor mounted soil probes
  • Seed drills
  • Variable rate applicators
  • Global positioning system GPS receivers