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Automation Risk Analysis

Will “All Source Intelligence Analyst” be Automated?

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AI Exposure Risk

60%

“All Source 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%

“All Source 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

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

  • Set up or maintain remote sensing data collection systems.

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

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

  • Compile and format image data to increase its usefulness.

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

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

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

  • Participate in fieldwork.

  • 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.

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

  • Organize and maintain geospatial data and associated documentation.

  • Integrate other geospatial data sources into projects.

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

  • Train technicians in the use of remote sensing technology.

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

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

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Develop new analytical techniques or sensor systems.

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

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

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

Technologies & Software

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

Alternative Job Titles