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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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • 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

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