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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • 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 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.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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