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Automation Risk Analysis

Will “Remote Sensing Certified Mapping Scientist” be Automated?

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AI Exposure Risk

60%

“Remote Sensing Certified Mapping 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%

“Remote Sensing Certified Mapping 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

  • 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.

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

  • Compile and format image data to increase its usefulness.

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

  • Organize and maintain geospatial data and associated documentation.

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

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

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

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

  • Integrate other geospatial data sources into projects.

  • Develop new analytical techniques or sensor systems.

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

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

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

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

  • 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.

  • 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.

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

  • Participate in fieldwork.

  • Train technicians in the use of remote sensing technology.

  • Recommend new remote sensing hardware or software acquisitions.

Technologies & Software

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

Alternative Job Titles