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Automation Risk Analysis

Will “Sensor Assembler” be Automated?

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AI Exposure Risk

60%

“Sensor Assembler” 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 Assembler” 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

  • Train technicians in the use of remote sensing technology.

  • Recommend new remote sensing hardware or software acquisitions.

  • Participate in fieldwork.

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

  • Set up or maintain remote sensing data collection systems.

  • Compile and format image data to increase its usefulness.

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

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

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

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

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

  • 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.

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

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

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

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

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

  • Develop new analytical techniques or sensor systems.

Technologies & Software

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

Alternative Job Titles