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Automation Risk Analysis

Will “LIDAR Technician (Light Detection and Ranging Technician)” be Automated?

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AI Exposure Risk

38%

“LIDAR Technician (Light Detection and Ranging 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%

“LIDAR Technician (Light Detection and Ranging 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

  • Develop or maintain geospatial information databases.

  • Maintain records of survey data.

  • Participate in the planning or development of mapping projects.

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

  • Calibrate data collection equipment.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

  • Integrate remotely sensed data with other geospatial data.

Technologies & Software

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