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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

  • Integrate other geospatial data sources into projects.

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

  • 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.

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

  • 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.

  • Set up or maintain remote sensing data collection systems.

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

  • Compile and format image data to increase its usefulness.

  • Participate in fieldwork.

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

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

  • 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.

  • Develop new analytical techniques or sensor systems.

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

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

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

  • Train technicians in the use 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).

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

  • Recommend new remote sensing hardware or software acquisitions.

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

Technologies & Software

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

Alternative Job Titles