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Automation Risk Analysis

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

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AI Exposure Risk

38%

“LIDAR Analyst (Light Detection and Ranging Analyst)” 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 Analyst (Light Detection and Ranging Analyst)” 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.

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

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

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

  • 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.

  • Develop or maintain geospatial information databases.

  • Maintain records of survey data.

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

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

  • Calibrate data collection equipment.

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

  • Integrate remotely sensed data with other geospatial data.

  • Participate in the planning or development of mapping projects.

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

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

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

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

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

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

  • 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

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