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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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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