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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

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

  • Organize and maintain geospatial data and associated documentation.

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

  • 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.

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

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

  • Train technicians in the use of remote sensing technology.

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

  • 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.

  • Integrate other geospatial data sources into projects.

  • Recommend new remote sensing hardware or software acquisitions.

  • Develop new analytical techniques or sensor systems.

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

  • Participate in fieldwork.

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

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

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

  • Compile and format image data to increase its usefulness.

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

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

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

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

Technologies & Software

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

Alternative Job Titles