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Automation Risk Analysis

Will “Air Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Air 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%

“Air 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

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

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

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

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

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

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

  • Conduct wind assessment, integration, or validation studies.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • Develop and deliver training on weather topics.

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

Technologies & Software

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