Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows VM images in the example code, omitting any Linux VM image options. Additionally, the 'Next steps' section only mentions Azure PowerShell and Az.LabServices cmdlets, which are traditionally Windows-centric tools, without referencing equivalent Linux or cross-platform CLI tools. No Linux-specific examples or guidance are provided for creating labs with Linux images or using Linux-friendly management tools.
Recommendations
  • Include example code for creating labs with Linux VM images (e.g., Ubuntu, CentOS) alongside the Windows example.
  • In the 'Next steps' section, add references to Azure CLI and Bash scripting for managing labs, which are cross-platform and widely used on Linux.
  • Explicitly mention that Azure Lab Services supports both Windows and Linux images, and provide guidance on selecting and configuring Linux images.
  • Ensure that authentication and setup instructions are platform-neutral or provide Linux-specific notes where necessary.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets