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Automation Risk Analysis

Will “Weather Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Weather Analyst” 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%

“Weather Analyst” 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

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

  • Conduct wind assessment, integration, or validation studies.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Develop and deliver training on weather topics.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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