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Automation Risk Analysis

Will “Precision Agriculture Analyst (Precision Ag Analyst)” be Automated?

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AI Exposure Risk

57%

“Precision Agriculture Analyst (Precision Ag Analyst)” 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 Analyst (Precision Ag Analyst)” 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.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Analyze data from harvester monitors to develop yield maps.

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

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

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

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

  • Contact equipment manufacturers for technical assistance, as needed.

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

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

  • 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.

  • 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.

Technologies & Software

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