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Automation Risk Analysis

Will “Hydrometeorologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Hydrometeorologist” 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 61% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

28%

“Hydrometeorologist” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 28% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Atmospheric and Space Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Investigate atmospheric phenomena and interpret meteorological data, gathered by surface and air stations, satellites, and radar to prepare reports and forecasts for public and other uses. Includes weather analysts and forecasters whose functions require the detailed knowledge of meteorology.

Avg. Annual Salary $103,980
Avg. Hourly Wage $49.99
Available Jobs (US) 8,780
Job Title & Hierarchy Code (SOC) Atmospheric and Space Scientists #19-2021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Atmospheric and Space Scientists”

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Core Skills & Abilities

  • Research the impact of industrial projects or pollution on climate, air quality, or weather phenomena.

  • Conduct wind assessment, integration, or validation studies.

  • Teach college-level courses on topics such as atmospheric and space science, meteorology, or global climate change.

  • Prepare weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.

  • Direct forecasting services at weather stations or at radio or television broadcasting facilities.

  • Consult with other offices, agencies, professionals, or researchers regarding the use and interpretation of climatological information for weather predictions and warnings.

  • Interpret data, reports, maps, photographs, or charts to predict long- or short-range weather conditions, using computer models and knowledge of climate theory, physics, and mathematics.

  • Estimate or predict the effects of global warming over time for specific geographic regions.

  • Speak to the public to discuss weather topics or answer questions.

  • Analyze climate data sets, using techniques such as geophysical fluid dynamics, data assimilation, or numerical modeling.

  • Gather data from sources such as surface or upper air stations, satellites, weather bureaus, or radar for use in meteorological reports or forecasts.

  • Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.

  • Develop and deliver training on weather topics.

  • Prepare scientific atmospheric or climate reports, articles, or texts.

  • Conduct meteorological research into the processes or determinants of atmospheric phenomena, weather, or climate.

  • Prepare forecasts or briefings to meet the needs of industry, business, government, or other groups.

  • Develop computer programs to collect meteorological data or to present meteorological information.

  • Measure wind, temperature, and humidity in the upper atmosphere, using weather balloons.

  • Analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends.

  • Develop or use mathematical or computer models for weather forecasting.

  • Collect air samples from planes or ships over land or sea to study atmospheric composition.

  • Design or develop new equipment or methods for meteorological data collection, remote sensing, or related applications.

  • Perform managerial duties, such as creating work schedules, creating or implementing staff training, matching staff expertise to situations, or analyzing performance of offices.

  • Apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.

  • Formulate predictions by interpreting environmental data, such as meteorological, atmospheric, oceanic, paleoclimate, climate, or related information.

  • Conduct numerical simulations of climate conditions to understand and predict global or regional weather patterns.

  • Broadcast weather conditions, forecasts, or severe weather warnings to the public via television, radio, or the Internet or provide this information to the news media.

Technologies & Software

  • Microsoft Excel
  • C++
  • UNIX
  • Unidata McIDAS-X
  • Formula translation/translator FORTRAN
  • ESRI ArcInfo
  • QuarkXPress
  • AccuWeather Galileo
  • Gemini (Google)
  • Nova (Amazon)
  • WINGRIDDS
  • Mesoscale modeling software
  • Aninoquisi MesoTRAC
  • ChatGPT (OpenAI)
  • The MathWorks MATLAB
  • Perplexity AI
  • Mistral AI (chat/models)
  • Lakes Environmental Software WRPLOT View
  • Adobe Photoshop
  • Microsoft Office software
  • Image editing software
  • Facebook
  • Linux
  • WSI TrueView Professional
  • Wind flow modeling software
  • Cisco IOS
  • DeepSeek
  • Microsoft PowerPoint
  • Gemini for Workspace
  • Wolfram Research Mathematica
  • Word processing software
  • Unidata GEMPAK
  • Qwen (Alibaba)
  • Advanced Visual Systems AVS/Express
  • Apple Final Cut Pro
  • R
  • Systat Software SigmaStat
  • Maplesoft Maple
  • Baron Services FasTrac
  • SatView
  • Semantic Scholar AI
  • ITT Visual Information Solutions ENVI
  • Elicit
  • Systat Software SigmaPlot
  • Structured query language SQL
  • Baron Volumetric Imaging and Processing of Integrated Radar VIPIR
  • Vis5d+
  • Scite AI
  • Consensus
  • VorTek Site Assessment of Tornado Threat SATT
  • PC Weather Products HURRTRAK
  • IBM SPSS Statistics
  • Grok (xAI)
  • Ferret
  • Perl
  • Grid analysis and display system GrADS
  • Microsoft Access
  • Llama (Meta)
  • ESRI ArcView
  • Microsoft Windows
  • Unidata Gempak Analysis and Rendering Program GARP
  • Unidata Integrated Data Viewer IDV
  • Mistral (Mistral AI)
  • Claude (Anthropic)
  • WSI Titan
  • Social media sites
  • Microsoft Paint
  • Cave5D
  • STATISTICA
  • Interactive radar analysis software IRAS
  • NotebookLM (Google)
  • Software development tools
  • Kimi (Moonshot AI)
  • Python
  • Air quality modeling software
  • Environmental Research Services RAOB
  • SVRPLOT
  • Flow Analysis Software Toolkit FAST
  • Microsoft Word
  • Microsoft Outlook
  • SAS
  • Personal computers
  • Surface temperature probes
  • Radiosonde launchers
  • Digital anemometers
  • Air temperature thermometers
  • Hygrometers
  • Storm chase vehicles
  • Psychrometers
  • Analog anemometers
  • Desktop computers
  • Weather observation stations
  • Air quality samplers
  • Temperature and humidity data loggers
  • Whirling hygrometers
  • Doppler radar equipment
  • Tipping bucket rain gauges
  • Solarimeters
  • Soil temperature probes
  • Next Generation Weather Radar NEXRAD
  • Mercury barometers
  • Graphic tablets
  • Two way radios
  • Weather balloons
  • Rain gauges
  • Light meters
  • Laptop computers
  • Relative humidity gauges