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Automation Risk Analysis

Will “Remote Sensing Specialist” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Specialist” 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 Specialist” 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

  • Train technicians in the use of remote sensing technology.

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

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

  • Develop new analytical techniques or sensor systems.

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

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

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

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

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

  • Participate in fieldwork.

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

  • Compile and format image data to increase its usefulness.

  • 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.

  • 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.

  • Organize and maintain geospatial data and associated documentation.

  • Recommend new remote sensing hardware or software acquisitions.

  • Set up or maintain remote sensing data collection systems.

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

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

  • Integrate other geospatial data sources into projects.

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

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

Technologies & Software

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

Alternative Job Titles