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Automation Risk Analysis

Will “Remote Sensing Scientist” be Automated?

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AI Exposure Risk

60%

“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%

“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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

  • Compile and format image data to increase its usefulness.

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

  • Train technicians in the use of remote sensing technology.

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

  • 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).

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

  • Integrate other geospatial data sources into projects.

  • 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.

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

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

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

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

  • 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.

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

  • Develop new analytical techniques or sensor systems.

Technologies & Software

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

Alternative Job Titles