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Automation Risk Analysis

Will “Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“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%

“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

  • 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 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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