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Automation Risk Analysis

Will “Aerologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Aerologist” 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%

“Aerologist” 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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

  • Conduct wind assessment, integration, or validation studies.

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

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

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

  • Develop and deliver training on weather topics.

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