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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

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

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

  • Integrate remotely sensed data with other geospatial data.

  • Calibrate data collection equipment.

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

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

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

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

  • Maintain records of survey data.

  • Develop or maintain geospatial information databases.

  • Participate in the planning or development of mapping projects.

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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