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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

  • Organize and maintain geospatial data and associated documentation.

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

  • Integrate other geospatial data sources into projects.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • 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.

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

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

  • Participate in fieldwork.

  • Set up or maintain remote sensing data collection systems.

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

  • Compile and format image data to increase its usefulness.

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

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

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

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

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

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

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

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

  • Develop new analytical techniques or sensor systems.

  • Train technicians in the use of remote sensing technology.

Technologies & Software

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

Alternative Job Titles