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Automation Risk Analysis

Will “Weather Algorithm Scientist” be Automated?

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AI Exposure Risk

60%

“Weather Algorithm 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

36%

“Weather Algorithm Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 36% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Remote Sensing Scientists and Technologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply remote sensing principles and methods to analyze data and solve problems in areas such as natural resource management, urban planning, or homeland security. May develop new sensor systems, analytical techniques, or new applications for existing systems.

Job Title & Hierarchy Code (SOC) Remote Sensing Scientists and Technologists #19-2099.01
ℹ️

Data is based on the reference occupation: “Remote Sensing Scientists and Technologists”

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Core Skills & Abilities

  • Collect supporting data, such as climatic or field survey data, to corroborate remote sensing data analyses.

  • Direct installation or testing of new remote sensing hardware or software.

  • Organize and maintain geospatial data and associated documentation.

  • Use remote sensing data for forest or carbon tracking activities to assess the impact of environmental change.

  • Develop or build databases for remote sensing or related geospatial project information.

  • Train technicians in the use of remote sensing technology.

  • Participate in fieldwork.

  • Direct all activity associated with implementation, operation, or enhancement of remote sensing hardware or software.

  • Monitor quality of remote sensing data collection operations to determine if procedural or equipment changes are necessary.

  • Set up or maintain remote sensing data collection systems.

  • Manage or analyze data obtained from remote sensing systems to obtain meaningful results.

  • Recommend new remote sensing hardware or software acquisitions.

  • Develop new analytical techniques or sensor systems.

  • Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.

  • Attend meetings or seminars or read current literature to maintain knowledge of developments in the field of remote sensing.

  • Compile and format image data to increase its usefulness.

  • Design or implement strategies for collection, analysis, or display of geographic data.

  • Prepare or deliver reports or presentations of geospatial project information.

  • Discuss project goals, equipment requirements, or methodologies with colleagues or team members.

  • Conduct research into the application or enhancement of remote sensing technology.

  • Integrate other geospatial data sources into projects.

  • Develop automated routines to correct for the presence of image distorting artifacts, such as ground vegetation.

  • Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).

  • Process aerial or satellite imagery to create products such as land cover maps.

Technologies & Software

  • RSI ENVI
  • Airdata
  • Amazon Web Services AWS software
  • Microsoft SQL Server
  • C++
  • Gamma remote sensing software
  • Swift
  • Microsoft Word
  • GitHub
  • Microsoft PowerPoint
  • Extensible markup language XML
  • Docker
  • Semantic Scholar AI
  • Ruby on Rails
  • Python
  • Amazon Web Services AWS CloudFormation
  • Node.js
  • Perl
  • JavaScript Object Notation JSON
  • DeepSeek
  • Mistral AI (chat/models)
  • C#
  • Amazon Simple Storage Service S3
  • Consensus
  • Go
  • YouTube
  • FLIR Thermal Studio Suite
  • Apache Kafka
  • The MathWorks MATLAB
  • Apache Hive
  • Amazon DynamoDB
  • JavaScript
  • UNIX
  • Aeronautical charts
  • OpenDroneMap
  • Microsoft Image Composite Editor
  • Qwen (Alibaba)
  • PostgreSQL
  • Ansible software
  • Scite AI
  • NotebookLM (Google)
  • Llama (Meta)
  • Microsoft Project
  • Elicit
  • Atlassian JIRA
  • Kimi (Moonshot AI)
  • Kitty Hawk
  • Elasticsearch
  • Apache Hadoop
  • ESRI Site Scan for ArcGIS
  • Mistral (Mistral AI)
  • ESRI ArcGIS software
  • BAE Systems SOCET GXP
  • Claude (Anthropic)
  • Salesforce software
  • Calibration software
  • Amazon Elastic Compute Cloud EC2
  • Agisoft Metashape
  • Interface definition language IDL
  • Selenium
  • UgCS
  • Epic Systems
  • Objective C
  • Microsoft Excel
  • Linux
  • Pix4D Pix4Dmapper
  • Tableau
  • Healthcare common procedure coding system HCPCS
  • Gemini for Workspace
  • Perplexity AI
  • Amazon Redshift
  • Image processing software
  • Scala
  • Ruby
  • LP360
  • Microsoft Azure software
  • R
  • Structured query language SQL
  • Microsoft Visio
  • Global positioning system GPS software
  • C
  • Hypertext preprocessor PHP
  • Apache HTTP Server
  • Grok (xAI)
  • Web browser software
  • Git
  • Adobe Creative Cloud software
  • CloudCompare
  • Gemini (Google)
  • Microsoft Outlook
  • Geographic information system GIS systems
  • PCI Geomatics Geomatica
  • ChatGPT (OpenAI)
  • Leica Geosystems ERDAS IMAGINE
  • Puppet
  • Nova (Amazon)
  • Microsoft Windows
  • Litchi
  • Oracle Java
  • ArduPilot Mission Planner
  • Learning management system LMS
  • MySQL
  • Oracle Database
  • Microsoft Visual Studio
  • Customer relationship management CRM software
  • Bash
  • NoSQL
  • Microsoft Office software
  • DroneDeploy
  • Multi-rotor unmanned aerial vehicles UAV
  • Spectral imaging systems
  • Airfield lighting equipment
  • Personal computers
  • Two way radios
  • Fixed wing unmanned aerial vehicles UAV
  • Airborne imaging systems
  • DJI GS Pro
  • Power generators
  • Desktop computers
  • Spectrum analyzers
  • DroneLogbook
  • Spaceborne imaging systems
  • Hyperspectral imaging equipment
  • Anemometers
  • Landing pad
  • Ground control targets
  • Global positioning system GPS devices
  • Mainframe computers
  • Doppler Rayleigh laser imaging ranging and detecting LIDAR systems
  • Tablet computers
  • Thermal imaging systems
  • Multispectral imaging equipment
  • Multimeters
  • Synthetic aperture radar SAR

Alternative Job Titles