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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

  • 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.

Technologies & Software

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