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Automation Risk Analysis

Will “Astrochemist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Astrochemist” 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%

“Astrochemist” 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

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

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

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

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

  • 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.

  • Conduct wind assessment, integration, or validation studies.

  • Develop and deliver training on weather topics.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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