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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

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

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

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

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

  • Develop new analytical techniques or sensor systems.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

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

  • Compile and format image data to increase its usefulness.

  • Organize and maintain geospatial data and associated documentation.

  • Set up or maintain remote sensing data collection systems.

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

  • Train technicians in the use of remote sensing technology.

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

  • Participate in fieldwork.

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

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

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

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

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

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

  • Integrate other geospatial data sources into projects.

Technologies & Software

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

Alternative Job Titles