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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

  • 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.

  • Develop new analytical techniques or sensor systems.

  • Participate in fieldwork.

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Integrate other geospatial data sources into projects.

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

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

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

  • Organize and maintain geospatial data and associated documentation.

  • Train technicians in the use of remote sensing technology.

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

  • Compile and format image data to increase its usefulness.

  • Set up or maintain remote sensing data collection systems.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles