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Automation Risk Analysis

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

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AI Exposure Risk

60%

“LIDAR Analyst (Light Detection and Ranging Analyst)” will maybe 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

36%

“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 36% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Remote Sensing Scientists and Technologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply remote sensing principles and methods to analyze data and solve problems in areas such as natural resource management, urban planning, or homeland security. May develop new sensor systems, analytical techniques, or new applications for existing systems.

Job Title & Hierarchy Code (SOC) Remote Sensing Scientists and Technologists #19-2099.01
ℹ️

Data is based on the reference occupation: “Remote Sensing Scientists and Technologists”

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Core Skills & Abilities

  • Integrate other geospatial data sources into projects.

  • Participate in fieldwork.

  • Compile and format image data to increase its usefulness.

  • Discuss project goals, equipment requirements, or methodologies with colleagues or team members.

  • Conduct research into the application or enhancement of remote sensing technology.

  • Direct installation or testing of new remote sensing hardware or software.

  • Attend meetings or seminars or read current literature to maintain knowledge of developments in the field of remote sensing.

  • Prepare or deliver reports or presentations of geospatial project information.

  • Process aerial or satellite imagery to create products such as land cover maps.

  • Develop automated routines to correct for the presence of image distorting artifacts, such as ground vegetation.

  • Monitor quality of remote sensing data collection operations to determine if procedural or equipment changes are necessary.

  • Train technicians in the use of remote sensing technology.

  • Direct all activity associated with implementation, operation, or enhancement of remote sensing hardware or software.

  • Set up or maintain remote sensing data collection systems.

  • Use remote sensing data for forest or carbon tracking activities to assess the impact of environmental change.

  • Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).

  • Design or implement strategies for collection, analysis, or display of geographic data.

  • Collect supporting data, such as climatic or field survey data, to corroborate remote sensing data analyses.

  • Manage or analyze data obtained from remote sensing systems to obtain meaningful results.

  • Organize and maintain geospatial data and associated documentation.

  • Develop or build databases for remote sensing or related geospatial project information.

  • Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.

  • Recommend new remote sensing hardware or software acquisitions.

  • Develop new analytical techniques or sensor systems.

Technologies & Software

  • Selenium
  • Microsoft PowerPoint
  • Atlassian JIRA
  • Claude (Anthropic)
  • Elicit
  • Pix4D Pix4Dmapper
  • Ansible software
  • Docker
  • Elasticsearch
  • Microsoft Excel
  • Apache Kafka
  • Amazon Web Services AWS CloudFormation
  • Amazon Simple Storage Service S3
  • Apache HTTP Server
  • UNIX
  • Agisoft Metashape
  • MySQL
  • JavaScript
  • Airdata
  • Apache Hive
  • Scite AI
  • Image processing software
  • Mistral AI (chat/models)
  • Semantic Scholar AI
  • ArduPilot Mission Planner
  • Tableau
  • Hypertext preprocessor PHP
  • Global positioning system GPS software
  • Extensible markup language XML
  • Healthcare common procedure coding system HCPCS
  • Bash
  • Linux
  • OpenDroneMap
  • NotebookLM (Google)
  • DeepSeek
  • NoSQL
  • Microsoft Visio
  • Ruby
  • Leica Geosystems ERDAS IMAGINE
  • Litchi
  • Kitty Hawk
  • Microsoft Outlook
  • Scala
  • Microsoft Azure software
  • Microsoft Visual Studio
  • RSI ENVI
  • Amazon Redshift
  • Microsoft Office software
  • Gemini (Google)
  • Web browser software
  • Git
  • Puppet
  • Gemini for Workspace
  • Customer relationship management CRM software
  • FLIR Thermal Studio Suite
  • Adobe Creative Cloud software
  • BAE Systems SOCET GXP
  • Grok (xAI)
  • Go
  • Perl
  • Perplexity AI
  • Epic Systems
  • Amazon Elastic Compute Cloud EC2
  • Amazon DynamoDB
  • Microsoft Windows
  • Microsoft SQL Server
  • GitHub
  • Mistral (Mistral AI)
  • Microsoft Word
  • Calibration software
  • Microsoft Image Composite Editor
  • Microsoft Project
  • C#
  • Oracle Java
  • PostgreSQL
  • Swift
  • Nova (Amazon)
  • Geographic information system GIS systems
  • Qwen (Alibaba)
  • Python
  • ChatGPT (OpenAI)
  • UgCS
  • C
  • C++
  • CloudCompare
  • ESRI Site Scan for ArcGIS
  • Amazon Web Services AWS software
  • Llama (Meta)
  • Aeronautical charts
  • YouTube
  • Oracle Database
  • Objective C
  • Learning management system LMS
  • Ruby on Rails
  • Node.js
  • Consensus
  • R
  • PCI Geomatics Geomatica
  • Gamma remote sensing software
  • Apache Hadoop
  • Structured query language SQL
  • JavaScript Object Notation JSON
  • LP360
  • Interface definition language IDL
  • The MathWorks MATLAB
  • Kimi (Moonshot AI)
  • Salesforce software
  • ESRI ArcGIS software
  • Fixed wing unmanned aerial vehicles UAV
  • Spaceborne imaging systems
  • Multi-rotor unmanned aerial vehicles UAV
  • Tablet computers
  • Thermal imaging systems
  • Global positioning system GPS devices
  • Spectrum analyzers
  • Personal computers
  • DJI GS Pro
  • Airfield lighting equipment
  • Two way radios
  • Landing pad
  • Airborne imaging systems
  • Multimeters
  • Desktop computers
  • Mainframe computers
  • Power generators
  • Hyperspectral imaging equipment
  • Anemometers
  • Synthetic aperture radar SAR
  • Ground control targets
  • Spectral imaging systems
  • Multispectral imaging equipment
  • Doppler Rayleigh laser imaging ranging and detecting LIDAR systems
  • DroneLogbook
  • DroneDeploy

Alternative Job Titles