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Automation Risk Analysis

Will “Precision Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Precision 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%

“Precision 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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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