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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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

  • 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 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.

  • 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 land conservation or reclamation programs for industrial development projects.

Technologies & Software

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