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Automation Risk Analysis

Will “Unmanned Systems Pilot” be Automated?

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AI Exposure Risk

60%

“Unmanned Systems Pilot” 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 Pilot” 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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • Participate in fieldwork.

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

  • Develop new analytical techniques or sensor systems.

  • Train technicians in the use of remote sensing technology.

  • Integrate other geospatial data sources into projects.

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

  • Set up or maintain remote sensing data collection systems.

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

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

  • 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.

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

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

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

  • Compile and format image data to increase its usefulness.

Technologies & Software

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

Alternative Job Titles