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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

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

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

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

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

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

  • 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 land conservation or reclamation programs for industrial development projects.

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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