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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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • 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.

  • Organize and maintain geospatial data and associated documentation.

  • Develop new analytical techniques or sensor systems.

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

  • Train technicians in the use of remote sensing technology.

  • Set up or maintain remote sensing data collection systems.

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

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

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

  • Integrate other geospatial data sources into projects.

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

  • Compile and format image data to increase its usefulness.

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

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

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

  • Participate in fieldwork.

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

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

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

Technologies & Software

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

Alternative Job Titles