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Automation Risk Analysis

Will “Remote Sensing Scientist” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Scientist” 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 Scientist” 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

  • Compile and format image data to increase its usefulness.

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

  • Participate in fieldwork.

  • Train technicians in the use of remote sensing technology.

  • 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.

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

  • Develop new analytical techniques or sensor systems.

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

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

  • 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.

  • Integrate other geospatial data sources into projects.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • Set up or maintain remote sensing data collection systems.

Technologies & Software

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

Alternative Job Titles