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Automation Risk Analysis

Will “Arboriculture Researcher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Arboriculture Researcher” 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%

“Arboriculture Researcher” 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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • 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

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