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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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

  • Develop new analytical techniques or sensor systems.

  • Integrate other geospatial data sources into projects.

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

  • Compile and format image data to increase its usefulness.

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Set up or maintain remote sensing data collection systems.

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

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

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

  • Train technicians in the use 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.

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

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

  • Participate in fieldwork.

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

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

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

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

Technologies & Software

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

Alternative Job Titles