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Automation Risk Analysis

Will “Agrintelligence Specialist (Agriculture Intelligence Specialist)” be Automated?

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AI Exposure Risk

57%

“Agrintelligence Specialist (Agriculture Intelligence Specialist)” 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%

“Agrintelligence Specialist (Agriculture Intelligence Specialist)” 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

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

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

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

  • Contact equipment manufacturers for technical assistance, as needed.

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

  • Analyze data from harvester monitors to develop yield maps.

  • 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.

  • 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.

  • 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.

Technologies & Software

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