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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 new analytical techniques or sensor systems.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Organize and maintain geospatial data and associated documentation.

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

  • Compile and format image data to increase its usefulness.

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

  • 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).

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

  • 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.

  • Participate in fieldwork.

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

  • Train technicians in the use of remote sensing technology.

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

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

  • Set up or maintain remote sensing data collection systems.

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

  • Integrate other geospatial data sources into projects.

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

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

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

Technologies & Software

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

Alternative Job Titles