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Automation Risk Analysis

Will “Migration Specialist” be Automated?

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AI Exposure Risk

57%

“Migration 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%

“Migration 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

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

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

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

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

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

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

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

  • Analyze data from harvester monitors to develop yield maps.

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

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

  • 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.

  • 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.

  • 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.

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

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

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

  • Document and maintain records of precision agriculture information.

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

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

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

Technologies & Software

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