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Automation Risk Analysis

Will “Weatherization Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Weatherization Specialist” 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%

“Weatherization Specialist” 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

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

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

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

  • Conduct wind assessment, integration, or validation studies.

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

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

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

Technologies & Software

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