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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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

Technologies & Software

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