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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.

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

Technologies & Software

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