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Automation Risk Analysis

Will “Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“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%

“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

  • 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.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

Technologies & Software

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