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Automation Risk Analysis

Will “Ocean Monitoring and Data Assimilation Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Ocean Monitoring and Data Assimilation Scientist” 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%

“Ocean Monitoring and Data Assimilation Scientist” 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 weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.

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

  • 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.

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

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

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

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

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

  • 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.

  • Conduct wind assessment, integration, or validation studies.

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

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

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

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

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

  • 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.

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

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

  • 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.

  • Develop and deliver training on weather topics.

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

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

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

Technologies & Software

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