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Automation Risk Analysis

Will “Crop Specialist” be Automated?

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AI Exposure Risk

57%

“Crop 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%

“Crop 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

  • 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.

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

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

  • 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.

  • Analyze data from harvester monitors to develop yield maps.

  • 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.

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

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

  • Contact equipment manufacturers for technical assistance, as needed.

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

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

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

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

  • Document and maintain records of precision agriculture information.

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

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

  • 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.

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

  • 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).

Technologies & Software

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