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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

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

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

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

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

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

  • Integrate remotely sensed data with other geospatial data.

  • Participate in the planning or development of mapping projects.

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

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

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

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

  • 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.

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

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

  • Develop or maintain geospatial information databases.

  • 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.

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

  • Maintain records of survey data.

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

  • Calibrate data collection equipment.

Technologies & Software

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