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 shows evidence of Windows bias, particularly in the .NET/ASP.NET section, where Windows tools such as Visual Studio and Azure PowerShell are listed before cross-platform or Linux-native tools. Some sections (notably .NET) mention Windows-specific tools without equal prominence for Linux alternatives. The 'Next step' callout also defaults to an ASP.NET example, which is typically associated with Windows. In contrast, other stacks (Java, Node.js, PHP) emphasize Linux or cross-platform workflows, but the Python section's quickstart links default to 'windows' tabs, and Linux/WSL/Unix-specific instructions are not always given equal visibility.
Recommendations
  • For .NET/ASP.NET, ensure Linux and cross-platform tools (e.g., Visual Studio Code, CLI, Azure CLI) are listed before or alongside Windows-specific tools like Visual Studio and Azure PowerShell.
  • Provide explicit Linux/Unix/WSL examples and instructions wherever Windows or PowerShell commands are given, especially in quickstarts and deployment guides.
  • In the Python section, ensure quickstart links and tabs default to a neutral or Linux-first experience, or provide parallel instructions for both Windows and Linux.
  • Balance the 'Next step' callout by offering options for multiple stacks or explicitly including a Linux-based example.
  • Wherever Windows tools or patterns are mentioned, ensure their Linux equivalents are also referenced and easily discoverable.
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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