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Automation Risk Analysis

Will “Weather Forecaster” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Weather Forecaster” 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 Forecaster” 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

  • 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.

  • 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.

  • Develop and deliver training on weather topics.

  • Conduct wind assessment, integration, or validation studies.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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