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Automation Risk Analysis

Will “Floriculturist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Floriculturist” 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%

“Floriculturist” 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

  • 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.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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