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Automation Risk Analysis

Will “Botanist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Botanist” 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%

“Botanist” 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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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