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Automation Risk Analysis

Will “Agronomy Specialist” be Automated?

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AI Exposure Risk

57%

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

Automation & Robot Risk

47%

“Agronomy 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 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

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

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

  • Contact equipment manufacturers for technical assistance, as needed.

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

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

  • Analyze data from harvester monitors to develop yield maps.

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

  • 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.

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

  • Document and maintain records of precision agriculture information.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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