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Automation Risk Analysis

Will “Remote Pilot” be Automated?

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AI Exposure Risk

60%

“Remote 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%

“Remote 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

  • 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.

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

  • Develop new analytical techniques or sensor systems.

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

  • 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.

  • Participate in fieldwork.

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

  • Compile and format image data to increase its usefulness.

  • Set up or maintain remote sensing data collection systems.

  • Recommend new remote sensing hardware or software acquisitions.

  • Train technicians in the use of remote sensing technology.

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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

  • 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.

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

  • Integrate other geospatial data sources into projects.

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

Technologies & Software

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

Alternative Job Titles