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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

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

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

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

  • 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.

  • Conduct wind assessment, integration, or validation studies.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • Develop and deliver training on weather topics.

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

Technologies & Software

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