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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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