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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page exhibits a moderate Windows bias, particularly in the .NET/ASP.NET sections. Windows tools (Visual Studio, PowerShell) are listed before or alongside cross-platform or Linux alternatives, and some examples or quickstarts default to Windows or PowerShell. In other stacks (Java, Node.js, PHP), Linux and CLI options are more prominent, but the 'Next step' callout at the end defaults to an ASP.NET (Windows-centric) quickstart. Some Python quickstarts also default to Windows tabs, and Linux parity is inconsistent across stacks.
Recommendations
  • Ensure that Linux and cross-platform CLI examples are always presented alongside or before Windows/PowerShell examples, especially in .NET/ASP.NET sections.
  • For each stack, provide explicit Linux and macOS instructions where relevant, not just Windows or Visual Studio/PowerShell.
  • In the .NET/ASP.NET tables, add or highlight Linux/CLI options (e.g., .NET CLI on Linux, VS Code on Linux) and avoid listing Windows tools first.
  • Review tab defaults in quickstart links to avoid defaulting to Windows/PowerShell unless the stack is Windows-only.
  • Balance the 'Next step' callout to include a Linux or cross-platform example, or provide a choice of next steps for different platforms.
  • Audit all quickstart and tutorial links to ensure Linux parity and that Linux users are not required to adapt Windows-specific instructions.
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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
2026-01-12 00:00 #243 cancelled 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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-15 00:00 #112 completed Biased Biased
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Biased Biased
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Biased Biased
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-30 00:01 #96 cancelled Biased Biased
2025-08-29 00:01 #95 completed Biased Biased
2025-08-28 00:01 #94 cancelled Biased Biased
2025-08-27 00:01 #93 cancelled Biased Biased
2025-08-16 00:00 #82 cancelled Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased