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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

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

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

  • Analyze data from harvester monitors to develop yield maps.

  • Contact equipment manufacturers for technical assistance, as needed.

  • 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.

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

  • 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.

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

  • 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.

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

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

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

  • 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.

  • 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.

  • Document and maintain records of precision agriculture information.

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

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