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

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

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

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

  • 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.

  • 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.

  • 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 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.

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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