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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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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