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Automation Risk Analysis

Will “Remotely Piloted Aircraft Systems Pilot (RPAS Pilot)” be Automated?

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AI Exposure Risk

38%

“Remotely Piloted Aircraft Systems Pilot (RPAS Pilot)” will probably not 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 38% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Remotely Piloted Aircraft Systems Pilot (RPAS 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 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Remote Sensing Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply remote sensing technologies to assist scientists in areas such as natural resources, urban planning, or homeland security. May prepare flight plans or sensor configurations for flight trips.

Job Title & Hierarchy Code (SOC) Remote Sensing Technicians #19-4099.03
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Data is based on the reference occupation: “Remote Sensing Technicians”

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Core Skills & Abilities

  • Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs.

  • Verify integrity and accuracy of data contained in remote sensing image analysis systems.

  • Develop or maintain geospatial information databases.

  • Collect remote sensing data for forest or carbon tracking activities involved in assessing the impact of environmental change.

  • Integrate remotely sensed data with other geospatial data.

  • Collect geospatial data, using technologies such as aerial photography, light and radio wave detection systems, digital satellites, or thermal energy systems.

  • Collect verification data on the ground, using equipment such as global positioning receivers, digital cameras, or notebook computers.

  • Participate in the planning or development of mapping projects.

  • Document methods used and write technical reports containing information collected.

  • Develop specialized computer software routines to customize and integrate image analysis.

  • Monitor raw data quality during collection, and make equipment corrections as necessary.

  • Correct raw data for errors due to factors such as skew or atmospheric variation.

  • Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines.

  • Provide remote sensing data for use in addressing environmental issues, such as surface water modeling or dust cloud detection.

  • Calibrate data collection equipment.

  • Collaborate with agricultural workers to apply remote sensing information to efforts to reduce negative environmental impacts of farming practices.

  • Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights.

  • Merge scanned images or build photo mosaics of large areas, using image processing software.

  • Evaluate remote sensing project requirements to determine the types of equipment or computer software necessary to meet project requirements, such as specific image types or output resolutions.

  • Maintain records of survey data.

  • Prepare documentation or presentations, including charts, photos, or graphs.

Technologies & Software

  • Git
  • ITT Visual Information Solutions ENVI
  • Interface definition language IDL
  • Structure query language SQL
  • Atlassian Confluence
  • BAE Systems SOCET SET
  • Microsoft Access
  • Claude (Anthropic)
  • Microsoft Excel
  • Oracle Database
  • Microsoft SQL Server
  • Microsoft Office software
  • Corpscon
  • SAS
  • Amazon Web Services AWS software
  • NotebookLM (Google)
  • Scite AI
  • AJAX
  • Litchi
  • Microsoft Windows
  • Linux
  • C#
  • GeoCue PointVue LE
  • UNIX Shell
  • Bentley MicroStation
  • Python
  • ESRI Site Scan for ArcGIS
  • Microsoft Visual Studio
  • ESRI ArcMap
  • Microsoft Outlook
  • ESRI ArcView 3D Analyst
  • UNIX
  • Perplexity AI
  • CloudCompare
  • Laser imaging detection and ranging LIDAR system
  • Microsoft Project
  • Terrasolid TerraScan
  • QGIS
  • React
  • Opticks
  • FLIR Thermal Studio Suite
  • Definiens Developer
  • Google Analytics
  • Hypertext markup language HTML
  • Atlassian JIRA
  • Leica Geosystems ERDAS IMAGINE
  • UgCS
  • Debugging software
  • OpenDroneMap
  • Microsoft Windows Server
  • Microsoft Image Composite Editor
  • Microsoft PowerPoint
  • Shell script
  • The MathWorks MATLAB
  • Elicit
  • MySQL
  • Verilog
  • Kitty Hawk
  • GitHub
  • Airdata
  • Semantic Scholar AI
  • Applied Imagery Quick Terrain Modeler
  • SAP software
  • C++
  • GeoCue LIDAR and drone mapping software
  • Oracle Java
  • Web browser software
  • Autodesk AutoCAD
  • Splunk Enterprise
  • Microsoft Azure software
  • Consensus
  • Adobe Photoshop
  • C
  • ESRI ArcCatalog
  • VMware
  • Microsoft Word
  • Calibration software
  • Magellan Firmware
  • JavaScript
  • R
  • Amazon Elastic Compute Cloud EC2
  • Structured query language SQL
  • Adobe Creative Cloud software
  • Pix4D Pix4Dmapper
  • ArduPilot Mission Planner
  • Common MASINT Exploitation Tool COMET
  • Mistral AI (chat/models)
  • LP360
  • Global positioning system GPS software
  • Ansible software
  • Hypertext preprocessor PHP
  • Perl
  • Salesforce software
  • jQuery
  • Enterprise resource planning ERP software
  • ServiceNow
  • Aeronautical charts
  • ESRI ArcGIS software
  • Agisoft Metashape
  • Cascading style sheets CSS
  • Geographic information system GIS systems
  • Gemini for Workspace
  • Microsoft .NET Framework
  • Mathsoft Mathcad
  • Microsoft PowerShell
  • Web servers
  • Radiometers
  • Gamma ray scintillometers
  • Synthetic aperture radar SAR
  • Field computers
  • Ground control targets
  • Photo enlargers
  • Airfield lighting equipment
  • Large format printers
  • Hyperspectral imaging equipment
  • Plotters
  • Personal computers
  • Desktop computers
  • Thermal infrared remote sensing equipment
  • Digital cameras
  • Laser imaging detection and ranging LIDAR systems
  • Power generators
  • Global positioning system GPS receivers
  • Multimeters
  • Landing pad
  • Multi-rotor unmanned aerial vehicles UAV
  • DJI GS Pro
  • Laptop computers
  • DroneDeploy
  • Multispectral imaging equipment
  • Spectrum analyzers
  • Fixed wing unmanned aerial vehicles UAV
  • Two way radios
  • Tablet computers
  • Anemometers
  • Thermal infrared sensors
  • Geophysical magnetometers
  • Global positioning system GPS devices