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Automation Risk Analysis

Will “Commercial Drone Pilot” be Automated?

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AI Exposure Risk

60%

“Commercial Drone 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%

“Commercial Drone 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

  • Organize and maintain geospatial data and associated documentation.

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Compile and format image data to increase its usefulness.

  • 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.

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

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

  • Develop new analytical techniques or sensor systems.

  • Participate in fieldwork.

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

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

  • Integrate other geospatial data sources into projects.

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

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

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

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

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

  • Set up or maintain remote sensing data collection systems.

  • Train technicians in the use of remote sensing technology.

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

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

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

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

Technologies & Software

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

Alternative Job Titles