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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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • 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.

  • Set up or maintain remote sensing data collection systems.

  • Integrate other geospatial data sources into projects.

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

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

  • Develop new analytical techniques or sensor systems.

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

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

  • Participate in fieldwork.

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

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

  • Train technicians in the use of remote sensing technology.

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

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

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

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

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

  • Compile and format image data to increase its usefulness.

  • Organize and maintain geospatial data and associated documentation.

Technologies & Software

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

Alternative Job Titles