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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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

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

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

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

  • Compile and format image data to increase its usefulness.

  • Train technicians in the use of remote sensing technology.

  • Integrate other geospatial data sources into projects.

  • 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.

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

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

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

  • Develop new analytical techniques or sensor systems.

  • Participate in fieldwork.

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Set up or maintain remote sensing data collection systems.

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

Technologies & Software

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

Alternative Job Titles