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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

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

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

  • Develop or maintain geospatial information databases.

  • Participate in the planning or development of mapping projects.

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

  • 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.

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

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

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

  • Integrate remotely sensed data with other geospatial data.

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

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

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

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

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

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

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

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

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

  • Calibrate data collection equipment.

Technologies & Software

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