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Automation Risk Analysis

Will “Small Unmanned Aircraft Systems Technician (sUAS Technician)” be Automated?

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AI Exposure Risk

38%

“Small Unmanned Aircraft Systems Technician (sUAS Technician)” 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%

“Small Unmanned Aircraft Systems Technician (sUAS Technician)” 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

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

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

  • Develop or maintain geospatial information databases.

  • Integrate remotely sensed data with other geospatial data.

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

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

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

  • 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.

  • Participate in the planning or development of mapping projects.

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

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

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

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

  • 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.

  • Calibrate data collection equipment.

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

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

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

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

  • Maintain records of survey data.

Technologies & Software

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