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Automation Risk Analysis

Will “Sensor Specialist” be Automated?

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AI Exposure Risk

60%

“Sensor 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%

“Sensor 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

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

  • 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.

  • Integrate other geospatial data sources into projects.

  • Set up or maintain remote sensing data collection systems.

  • Organize and maintain geospatial data and associated documentation.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

  • Train technicians in the use of remote sensing technology.

  • 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.

  • 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).

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

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

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

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

  • 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.

  • Participate in fieldwork.

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

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

Technologies & Software

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

Alternative Job Titles