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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

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • Participate in fieldwork.

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

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

  • Develop new analytical techniques or sensor systems.

  • Compile and format image data to increase its usefulness.

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

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

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

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

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

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

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

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

  • Set up or maintain remote sensing data collection systems.

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

  • Organize and maintain geospatial data and associated documentation.

  • Integrate other geospatial data sources into projects.

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

  • Train technicians in the use of remote sensing technology.

Technologies & Software

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

Alternative Job Titles