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Automation Risk Analysis

Will “Precision Agriculture Technician (Precision Ag Tech)” be Automated?

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AI Exposure Risk

57%

“Precision Agriculture Technician (Precision Ag Tech)” 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%

“Precision Agriculture Technician (Precision Ag Tech)” 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

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

  • Contact equipment manufacturers for technical assistance, as needed.

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

  • Document and maintain records of precision agriculture information.

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

  • 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.

  • 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.

  • Analyze data from harvester monitors to develop yield maps.

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

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

Technologies & Software

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