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Automation Risk Analysis

Will “Image Scientist” be Automated?

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AI Exposure Risk

60%

“Image 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%

“Image 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

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

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

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

  • Compile and format image data to increase its usefulness.

  • Integrate other geospatial data sources into projects.

  • Recommend new remote sensing hardware or software acquisitions.

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

  • 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.

  • 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.

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

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

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

  • Organize and maintain geospatial data and associated documentation.

  • 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.

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

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

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

  • Train technicians in the use of remote sensing technology.

  • Set up or maintain remote sensing data collection systems.

  • Participate in fieldwork.

  • Develop new analytical techniques or sensor systems.

Technologies & Software

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

Alternative Job Titles