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Automation Risk Analysis

Will “Remote Sensing Analyst” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Analyst” 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 Analyst” 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

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

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

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

  • 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.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

  • Integrate other geospatial data sources into projects.

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

  • Organize and maintain geospatial data and associated documentation.

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

  • Set up or maintain remote sensing data collection systems.

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

  • Develop new analytical techniques or sensor systems.

  • Compile and format image data to increase its usefulness.

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

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

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

  • Train technicians in the use of remote sensing technology.

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

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

Technologies & Software

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

Alternative Job Titles