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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

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

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

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

  • Develop new analytical techniques or sensor systems.

  • 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).

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

  • Compile and format image data to increase its usefulness.

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

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

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

  • Set up or maintain remote sensing data collection systems.

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

  • Train technicians in the use of remote sensing technology.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

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

  • Organize and maintain geospatial data and associated documentation.

  • Participate in fieldwork.

  • 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.

Technologies & Software

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

Alternative Job Titles