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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

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

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

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

  • Conduct wind assessment, integration, or validation studies.

  • 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.

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

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

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

  • 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 and deliver training on weather topics.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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