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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

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

  • 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.

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

  • Train technicians in the use of remote sensing technology.

  • Integrate other geospatial data sources into projects.

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

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

  • Set up or maintain remote sensing data collection systems.

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • 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.

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

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

  • Compile and format image data to increase its usefulness.

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

  • Develop new analytical techniques or sensor systems.

  • Participate in fieldwork.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

Technologies & Software

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

Alternative Job Titles