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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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Integrate other geospatial data sources into projects.

  • Train technicians in the use of remote sensing technology.

  • 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.

  • 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.

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

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

  • Set up or maintain remote sensing data collection systems.

  • Develop new analytical techniques or sensor systems.

  • Participate in fieldwork.

  • 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.

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles