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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.

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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