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Automation Risk Analysis

Will “Scientist” be Automated?

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AI Exposure Risk

60%

“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%

“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

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

  • Set up or maintain remote sensing data collection systems.

  • Direct installation or testing of new 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.

  • Train technicians in the use of remote sensing technology.

  • Organize and maintain geospatial data and associated documentation.

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

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

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

  • Compile and format image data to increase its usefulness.

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

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

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

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

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

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

  • Participate in fieldwork.

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

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

  • Recommend new remote sensing hardware or software acquisitions.

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

  • Develop new analytical techniques or sensor systems.

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

Technologies & Software

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

Alternative Job Titles