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Automation Risk Analysis

Will “Research Scientist” be Automated?

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AI Exposure Risk

60%

“Research 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%

“Research 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

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

  • Develop new analytical techniques or sensor systems.

  • Participate in fieldwork.

  • 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.

  • 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.

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

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

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

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

  • Compile and format image data to increase its usefulness.

  • Integrate other geospatial data sources into projects.

  • Organize and maintain geospatial data and associated documentation.

  • Set up or maintain remote sensing data collection systems.

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

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

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

  • Train technicians in the use of remote sensing technology.

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

  • Recommend new remote sensing hardware or software acquisitions.

  • 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.

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

Technologies & Software

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

Alternative Job Titles