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Automation Risk Analysis

Will “Wholesale Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Wholesale 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%

“Wholesale 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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