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Automation Risk Analysis

Will “Field 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%

“Field 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%

“Field 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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

Technologies & Software

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