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Automation Risk Analysis

Will “Remote Sensing Research Scientist” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Research 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%

“Remote Sensing Research 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 new analytical techniques or sensor systems.

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

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

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

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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

  • Participate in fieldwork.

  • Integrate other geospatial data sources into projects.

  • 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.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

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

  • Train technicians in the use of remote sensing technology.

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

  • 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.

Technologies & Software

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

Alternative Job Titles