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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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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