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Automation Risk Analysis

Will “Spectral Scientist” be Automated?

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AI Exposure Risk

60%

“Spectral 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%

“Spectral 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

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

  • Set up or maintain remote sensing data collection systems.

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

  • 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).

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

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

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

  • 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.

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

  • Train technicians in the use of remote sensing technology.

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

  • Develop new analytical techniques or sensor systems.

  • Compile and format image data to increase its usefulness.

  • 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.

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

  • Participate in fieldwork.

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

  • Integrate other geospatial data sources into projects.

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

  • 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.

Technologies & Software

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

Alternative Job Titles