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Automation Risk Analysis

Will “Arboreal Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Arboreal Scientist” 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%

“Arboreal Scientist” 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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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