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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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

  • Document and maintain records of precision agriculture information.

  • Analyze data from harvester monitors to develop yield maps.

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

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

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

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

  • Contact equipment manufacturers for technical assistance, as needed.

  • 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.

  • 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.

Technologies & Software

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