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_tools
windows_first
Summary
The documentation demonstrates a subtle Windows bias: the example lab image is a Windows 11 desktop, and in the 'Next steps' section, Azure PowerShell and Az.LabServices cmdlets (Windows-centric tools) are highlighted, with no mention of Linux/macOS equivalents or CLI alternatives. There are no explicit Linux examples or references to Linux VM images, and Windows tools are mentioned first and exclusively.
Recommendations
  • Include examples using Linux VM images (e.g., Ubuntu) in the Python code samples.
  • In the 'Next steps' section, mention Azure CLI and its Lab Services commands as a cross-platform alternative to PowerShell.
  • Add notes or links for Linux/macOS users regarding authentication and environment setup.
  • Ensure parity in documentation by providing both Windows and Linux-focused scenarios.
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