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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

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

  • 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.

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

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

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

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

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

  • Participate in fieldwork.

  • Recommend new remote sensing hardware or software acquisitions.

  • Organize and maintain geospatial data and associated documentation.

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

  • Set up or maintain remote sensing data collection systems.

  • Develop new analytical techniques or sensor systems.

  • Train technicians in the use of remote sensing technology.

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

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

  • Compile and format image data to increase its usefulness.

  • Integrate other geospatial data sources into projects.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles