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Automation Risk Analysis

Will “Thermal Intelligence Analyst” be Automated?

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AI Exposure Risk

60%

“Thermal Intelligence Analyst” 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%

“Thermal Intelligence Analyst” 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

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

  • 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.

  • 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.

  • Train technicians in the use of remote sensing technology.

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

  • Develop new analytical techniques or sensor systems.

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

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

  • Direct all activity associated with implementation, operation, or enhancement of 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.

  • Compile and format image data to increase its usefulness.

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

  • Participate in fieldwork.

  • Integrate other geospatial data sources into projects.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles