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Automation Risk Analysis

Will “Microwave Remote Sensing Scientist” be Automated?

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AI Exposure Risk

60%

“Microwave Remote Sensing 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%

“Microwave Remote Sensing 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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

  • 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.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Train technicians in the use of remote sensing technology.

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

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

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

  • Develop new analytical techniques or sensor systems.

  • Compile and format image data to increase its usefulness.

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

  • Participate in fieldwork.

  • Integrate other geospatial data sources into projects.

  • 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.

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

Technologies & Software

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

Alternative Job Titles