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Automation Risk Analysis

Will “Remote Sensing Engineer” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Engineer” 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 Engineer” 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

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

  • Develop new analytical techniques or sensor systems.

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

  • Set up or maintain remote sensing data collection systems.

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

  • 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.

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

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

  • 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.

  • 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).

  • Train technicians in the use of remote sensing technology.

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

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

  • Compile and format image data to increase its usefulness.

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Organize and maintain geospatial data and associated documentation.

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

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

  • Integrate other geospatial data sources into projects.

Technologies & Software

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

Alternative Job Titles