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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

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

  • 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 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.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

Technologies & Software

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