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Automation Risk Analysis

Will “Plant Breeder Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Plant Breeder Scientist” 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%

“Plant Breeder Scientist” 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 improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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