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Automation Risk Analysis

Will “Remote Sensing Technologist” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Technologist” 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 Technologist” 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.

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

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

  • Develop new analytical techniques or sensor systems.

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

  • Participate in fieldwork.

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • Train technicians in the use of remote sensing technology.

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

  • Set up or maintain remote sensing data collection systems.

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

  • Recommend new remote sensing hardware or software acquisitions.

Technologies & Software

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

Alternative Job Titles