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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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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