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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

  • Set up or maintain remote sensing data collection systems.

  • Develop new analytical techniques or sensor systems.

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

  • Integrate other geospatial data sources into projects.

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

  • Train technicians in the use of remote sensing technology.

  • Organize and maintain geospatial data and associated documentation.

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

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

  • Compile and format image data to increase its usefulness.

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

  • Participate in fieldwork.

Technologies & Software

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

Alternative Job Titles