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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.

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • Develop new analytical techniques or sensor systems.

  • 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.

  • Integrate other geospatial data sources into projects.

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

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

  • Set up or maintain remote sensing data collection systems.

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

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

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

  • Compile and format image data to increase its usefulness.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

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

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

  • Train technicians in the use of remote sensing technology.

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

Technologies & Software

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

Alternative Job Titles