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Automation Risk Analysis

Will “Research Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Research 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%

“Research 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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

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

  • 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.

Technologies & Software

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