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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

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

  • Train technicians in the use of remote sensing technology.

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

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

  • Participate in fieldwork.

  • 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.

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

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

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

  • Set up or maintain remote sensing data collection systems.

  • Integrate other geospatial data sources into projects.

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

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

  • Organize and maintain geospatial data and associated documentation.

  • Compile and format image data to increase its usefulness.

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

  • Develop new analytical techniques or sensor systems.

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

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

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

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

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

  • Recommend new remote sensing hardware or software acquisitions.

Technologies & Software

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

Alternative Job Titles