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Automation Risk Analysis

Will “Unmanned Systems Operator” be Automated?

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AI Exposure Risk

60%

“Unmanned Systems Operator” 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%

“Unmanned Systems Operator” 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

  • Organize and maintain geospatial data and associated documentation.

  • Recommend new remote sensing hardware or software acquisitions.

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

  • 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.

  • Train technicians in the use of remote sensing technology.

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

  • 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.

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

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

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

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

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

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

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

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

  • Set up or maintain remote sensing data collection systems.

  • Integrate other geospatial data sources into projects.

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

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

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

  • Develop new analytical techniques or sensor systems.

Technologies & Software

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

Alternative Job Titles