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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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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