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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

  • Organize and maintain geospatial data and associated documentation.

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

  • Compile and format image data to increase its usefulness.

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

  • Integrate other geospatial data sources into projects.

  • Set up or maintain remote sensing data collection systems.

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

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

  • Participate in fieldwork.

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

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

  • Develop new analytical techniques or sensor systems.

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

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

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Train technicians in the use of remote sensing technology.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles