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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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