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, especially in the .NET/ASP.NET section, where Windows tools (Visual Studio, Azure PowerShell) are listed before cross-platform or Linux-native tools. Some Python and database examples default to Windows tabs or instructions, and the 'Next step' call-to-action promotes an ASP.NET (typically Windows-centric) quickstart. Linux and CLI options are present but are often listed after Windows-centric tools or not highlighted equally.
Recommendations
  • Ensure that for every Windows-specific tool or example (e.g., Visual Studio, Azure PowerShell), equivalent Linux or cross-platform alternatives (e.g., VS Code, Azure CLI, Bash) are listed with equal prominence and, where possible, listed first or side-by-side.
  • Review all quickstart and tutorial links to ensure Linux tabs/examples are available and, if possible, default to cross-platform or Linux-first views.
  • Avoid defaulting to Windows tabs or instructions in code samples and links, especially for languages and stacks that are commonly used on Linux (e.g., Python, Node.js, PHP).
  • Balance the 'Next step' call-to-action by either rotating through different stacks or providing a neutral/cross-platform example, rather than defaulting to ASP.NET.
  • Explicitly mention when steps or tools are cross-platform, and clarify when a tool is Windows-only.
  • For .NET/ASP.NET, highlight .NET Core's cross-platform capabilities and provide explicit Linux deployment examples.
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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