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Automation Risk Analysis

Will “Unmanned Aircraft Operator (UA Operator)” be Automated?

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AI Exposure Risk

60%

“Unmanned Aircraft Operator (UA 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 Aircraft Operator (UA 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

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

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

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

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

  • Set up or maintain remote sensing data collection systems.

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

  • Integrate other geospatial data sources into projects.

  • Develop new analytical techniques or sensor systems.

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

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

  • Train technicians in the use of remote sensing technology.

  • Compile and format image data to increase its usefulness.

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

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

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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

  • 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.

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

  • Participate in fieldwork.

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

Technologies & Software

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

Alternative Job Titles