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Automation Risk Analysis

Will “Radiosonde Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Radiosonde 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%

“Radiosonde 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

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

  • 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.

  • 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.

  • Develop and deliver training on weather topics.

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

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

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

  • Conduct wind assessment, integration, or validation studies.

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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