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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

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

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

  • Participate in fieldwork.

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

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

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

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

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

  • Set up or maintain remote sensing data collection systems.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Organize and maintain geospatial data and associated documentation.

  • Compile and format image data to increase its usefulness.

  • Train technicians in the use of remote sensing technology.

  • Integrate other geospatial data sources into projects.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles