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Automation Risk Analysis

Will “Imagery Remote Sensing Scientist” be Automated?

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AI Exposure Risk

60%

“Imagery 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%

“Imagery 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

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

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

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

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

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

  • Train technicians in the use of remote sensing technology.

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

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

  • Develop new analytical techniques or sensor systems.

  • Set up or maintain remote sensing data collection systems.

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

  • 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).

  • Organize and maintain geospatial data and associated documentation.

  • 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.

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

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

  • Participate in fieldwork.

  • Compile and format image data to increase its usefulness.

  • Recommend new remote sensing hardware or software acquisitions.

  • Integrate other geospatial data sources into projects.

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

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

Technologies & Software

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

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