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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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • Set up or maintain remote sensing data collection systems.

  • Participate in fieldwork.

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

  • Integrate other geospatial data sources into projects.

  • Train technicians in the use of remote sensing technology.

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

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

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

  • Compile and format image data to increase its usefulness.

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

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

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

  • Develop new analytical techniques or sensor systems.

  • 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).

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

Technologies & Software

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

Alternative Job Titles