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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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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 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 waste management programs for composting or farming.

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

Technologies & Software

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