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Automation Risk Analysis

Will “Field Agronomist” be Automated?

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AI Exposure Risk

57%

“Field 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%

“Field 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

  • Contact equipment manufacturers for technical assistance, as needed.

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

  • Analyze data from harvester monitors to develop yield maps.

  • Document and maintain records of precision agriculture information.

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

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

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

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

Technologies & Software

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