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Automation Risk Analysis

Will “MASINT Analyst (Measurement and Signatures Intelligence Analyst)” be Automated?

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AI Exposure Risk

60%

“MASINT Analyst (Measurement and Signatures 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%

“MASINT Analyst (Measurement and Signatures 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

  • 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.

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • Compile and format image data to increase its usefulness.

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

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

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

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

  • Participate in fieldwork.

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

  • Train technicians in the use of remote sensing technology.

  • Develop new analytical techniques or sensor systems.

  • Set up or maintain remote sensing data collection systems.

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

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

  • Integrate other geospatial data sources into projects.

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

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

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

Technologies & Software

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

Alternative Job Titles