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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

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

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

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Set up or maintain remote sensing data collection systems.

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

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

  • Integrate other geospatial data sources into projects.

  • Participate in fieldwork.

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

  • 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.

  • Develop new analytical techniques or sensor systems.

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • 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.

  • Compile and format image data to increase its usefulness.

  • Train technicians in the use of remote sensing technology.

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

Technologies & Software

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

Alternative Job Titles