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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

  • 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.

  • 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 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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