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Automation Risk Analysis

Will “Radar Scientist” be Automated?

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AI Exposure Risk

60%

“Radar 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%

“Radar 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

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

  • Recommend new remote sensing hardware or software acquisitions.

  • 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.

  • Train technicians in the use of remote sensing technology.

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

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

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

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

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

  • Participate in fieldwork.

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

  • Develop new analytical techniques or sensor systems.

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

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

  • Set up or maintain remote sensing data collection systems.

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • Compile and format image data to increase its usefulness.

  • Integrate other geospatial data sources into projects.

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

Technologies & Software

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

Alternative Job Titles