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Automation Risk Analysis

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

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AI Exposure Risk

60%

“LIDAR Scientist (Light Detection and Ranging Scientist)” 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 Scientist (Light Detection and Ranging Scientist)” 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

  • Set up or maintain remote sensing data collection systems.

  • 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.

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

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

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

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

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

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

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

  • Integrate other geospatial data sources into projects.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Develop new analytical techniques or sensor systems.

  • Compile and format image data to increase its usefulness.

  • Participate in fieldwork.

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles