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Automation Risk Analysis

Will “Plant Research Geneticist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Plant Research Geneticist” 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 Research Geneticist” 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.

  • 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.

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

  • 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.

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

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

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

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

  • Develop ways of altering soils to suit different types of plants.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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 waste management programs for composting or farming.

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

Technologies & Software

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