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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

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

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

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

  • Integrate other geospatial data sources into projects.

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

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

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

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

  • Recommend new remote sensing hardware or software acquisitions.

  • 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.

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

  • Compile and format image data to increase its usefulness.

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

  • 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.

  • Participate in fieldwork.

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

  • Develop new analytical techniques or sensor systems.

  • Train technicians in the use of remote sensing technology.

  • Organize and maintain geospatial data and associated documentation.

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

  • Set up or maintain remote sensing data collection systems.

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

Technologies & Software

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

Alternative Job Titles