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Automation Risk Analysis

Will “Precision Farming Coordinator” be Automated?

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AI Exposure Risk

57%

“Precision Farming Coordinator” 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 Farming Coordinator” 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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • Document and maintain records of precision agriculture information.

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

  • Analyze data from harvester monitors to develop yield maps.

  • 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.

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

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

  • Contact equipment manufacturers for technical assistance, as needed.

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

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

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

Technologies & Software

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