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Automation Risk Analysis

Will “Tracker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #371 of 702. Estimated risk: 67.0%

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AI Exposure Risk

61%

“Tracker” 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%

“Tracker” 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

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

  • Conduct wind assessment, integration, or validation studies.

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

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

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

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

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

  • Develop and deliver training on weather topics.

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

Technologies & Software

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