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Automation Risk Analysis

Will “Plant Breeder” 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” 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” 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 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.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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