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Automation Risk Analysis

Will “Extension Precision Agriculture Specialist” be Automated?

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AI Exposure Risk

57%

“Extension Precision Agriculture 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%

“Extension Precision Agriculture 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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Analyze data from harvester monitors to develop yield maps.

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

  • Document and maintain records of precision agriculture information.

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

  • 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.

  • 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.

Technologies & Software

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