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Automation Risk Analysis

Will “Climatologist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Climatologist” 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%

“Climatologist” 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

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

  • Conduct wind assessment, integration, or validation studies.

  • 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.

  • 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.

  • 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.

  • 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.

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

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

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

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

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

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

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

  • Develop and deliver training on weather topics.

  • 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.

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

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

  • 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.

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

  • 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.

Technologies & Software

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