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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.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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