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Automation Risk Analysis

Will “Field Technology Development Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Field Technology Development Agronomist” 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

42%

“Field Technology Development Agronomist” 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 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Plan or supervise waste management programs for composting or farming.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Develop ways of altering soils to suit different types of plants.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

Technologies & Software

  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Microsoft PowerPoint
  • ChatGPT (OpenAI)
  • Microsoft Excel
  • Kimi (Moonshot AI)
  • PC-Progress HYDRUS
  • GEOEAS
  • National Soil Information System NASIS
  • Autodesk AutoCAD
  • PedonCE
  • Scite AI
  • Geographic information system GIS software
  • Mistral (Mistral AI)
  • Geographic information system GIS systems
  • Qwen (Alibaba)
  • GAEA Technologies WinSieve
  • NotebookLM (Google)
  • National Resources Conservation Service NRCS Soils Explorer
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • GSLIB
  • SGeMS
  • Water Erosion Prediction Project WEPP
  • Claude (Anthropic)
  • Microsoft Office software
  • Grok (xAI)
  • Nova (Amazon)
  • Word processing software
  • Perplexity AI
  • LandSerf
  • Leica Geosystems ERDAS IMAGINE
  • Gemini for Workspace
  • Microsoft Word
  • SAS
  • Microsoft Active Server Pages ASP
  • Llama (Meta)
  • IBM SPSS Statistics
  • Gemini (Google)
  • ESRI ArcGIS software
  • Semantic Scholar AI
  • UNSATFLOW
  • Soil information databases
  • Elicit
  • STATISTICA
  • SoilVision Systems SVOFFICE
  • R
  • Microsoft Access
  • SPAW
  • Consensus
  • Gstat
  • DeepSeek
  • 3dMapper
  • European Soil Erosion Model EUROSEM
  • Mistral AI (chat/models)
  • Erosion Productivity Impact Calculator EPIC
  • High speed centrifuges
  • Laboratory grinders
  • Glass beakers
  • Refrigerated microfuges
  • Thermocouples
  • Polymerase chain reaction PCR equipment
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Laminar flow hoods
  • Tensiometers
  • Infrared gas analyzers
  • Laboratory sieves
  • Microtiter plate readers
  • Lysimeters
  • Ion chromatographs
  • Porometers
  • Erlenmeyer flasks
  • Luminometers
  • Soil augers
  • Light detection and ranging LIDAR systems
  • Personal digital assistants PDA
  • Fluorimeters
  • Sample containers
  • Laser particle sizers
  • Laboratory muffle furnaces
  • Precision balances
  • Polarizing microscopes
  • Laboratory drying ovens
  • Glass flasks
  • Gel documentation systems
  • Dataloggers
  • Colorimeters
  • Atomic absorption AA spectrometers
  • Digital cameras
  • Soil analysis hydrometers
  • Flame photometers
  • Hot water shaking baths
  • Soil moisture neutron probes
  • Autosamplers
  • Desktop computers
  • Laboratory growth chambers
  • Mass spectrometers
  • X ray fluorescence XRF spectrometers
  • Digital pH meters
  • Cell tissue culture incubators
  • Ground penetrating radar GPR
  • Reciprocating shaker water baths
  • Calibrated soil scoops
  • Laptop computers
  • Gamma ray spectrometers
  • Global positioning system GPS receivers
  • Conductivity meters
  • pH indicators
  • Gel dryers
  • Electron microscopes
  • Infrared cameras
  • Laboratory test tubes
  • Spectrophotometers
  • Graduated glass cylinders
  • Hand augers
  • Heat flux plates
  • Osmometers
  • Soil thermometers
  • Personal computers
  • Epifluorescence microscopes
  • Organic carbon analyzers
  • Gel electrophoresis systems
  • Laboratory mixers
  • Synthetic aperture radar SAR
  • Circulating water baths
  • Psychrometers
  • Canopy analyzers