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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

  • Compile and format image data to increase its usefulness.

  • Train technicians in the use of remote sensing technology.

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

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

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

  • Set up or maintain remote sensing data collection systems.

  • Recommend new remote sensing hardware or software acquisitions.

  • 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.

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

  • 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.

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

  • 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.

  • Integrate other geospatial data sources into projects.

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

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

  • Develop new analytical techniques or sensor systems.

  • Organize and maintain geospatial data and associated documentation.

  • Participate in fieldwork.

  • 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.

Technologies & Software

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

Alternative Job Titles