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Automation Risk Analysis

Will “Climate Change Risk Assessor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Climate Change Risk Assessor” 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%

“Climate Change Risk Assessor” 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

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

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

  • 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.

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

  • Conduct wind assessment, integration, or validation studies.

  • 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.

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • Develop and deliver training on weather topics.

Technologies & Software

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