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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

  • Compile and format image data to increase its usefulness.

  • 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.

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

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

  • 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.

  • 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.

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

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

  • Develop new analytical techniques or sensor systems.

  • Set up or maintain remote sensing data collection systems.

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

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

  • Train technicians in the use of remote sensing technology.

  • Recommend new remote sensing hardware or software acquisitions.

  • Organize and maintain geospatial data and associated documentation.

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

  • Integrate other geospatial data sources into projects.

  • Participate in fieldwork.

  • 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.

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

Technologies & Software

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

Alternative Job Titles