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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

  • Participate in fieldwork.

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

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

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

  • Train technicians in the use of remote sensing technology.

  • Integrate other geospatial data sources into projects.

  • Compile and format image data to increase its usefulness.

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

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

  • Organize and maintain geospatial data and associated documentation.

  • 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.

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

  • Set up or maintain remote sensing data collection systems.

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

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

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

  • 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.

  • Develop new analytical techniques or sensor systems.

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

Technologies & Software

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

Alternative Job Titles