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

Bias Types:
⚠️ windows_first
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation page demonstrates a Windows bias, especially in the .NET and Python sections. Windows-centric tools (Visual Studio, Azure PowerShell) are listed first or exclusively, with Linux alternatives appearing later or not at all. For Python, examples and quickstarts default to Windows tabs, and Linux instructions are not clearly highlighted. The 'Next step' call-to-action also prioritizes an ASP.NET (typically Windows-first) workflow. Other stacks (Java, Node.js, PHP) show better Linux parity, but overall, Windows tools and workflows are more prominent.
Recommendations:
  • Ensure Linux and cross-platform CLI examples are presented before or alongside Windows/PowerShell examples.
  • Add explicit Linux instructions and tabs for Python quickstarts, not just Windows.
  • Highlight VS Code and CLI workflows as primary options, with Visual Studio and PowerShell as alternatives.
  • Balance the order of tool presentation (e.g., list CLI and VS Code before Visual Studio/Azure PowerShell).
  • Include Linux-specific deployment and troubleshooting examples for all stacks.
  • Make the 'Next step' call-to-action more inclusive (e.g., offer choices for Linux/CLI and other stacks, not just ASP.NET).
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Scan History

Date Scan ID Status Bias Status
2025-09-15 00:00 #112 completed ❌ Biased
2025-09-14 00:00 #111 completed ✅ Clean
2025-09-13 00:00 #110 completed ✅ Clean
2025-09-12 00:00 #109 completed ✅ Clean
2025-09-11 00:00 #108 completed ✅ Clean
2025-09-10 00:00 #107 completed ✅ Clean
2025-09-09 00:00 #106 completed ✅ Clean
2025-09-08 00:00 #105 completed ❌ Biased
2025-09-07 00:00 #104 completed ❌ Biased
2025-09-06 00:00 #103 completed ❌ Biased
2025-09-05 00:00 #102 completed ❌ Biased
2025-09-04 00:00 #101 completed ❌ Biased
2025-09-03 00:00 #100 completed ✅ Clean
2025-09-02 00:00 #99 in_progress ❌ Biased
2025-09-01 00:00 #98 in_progress ❌ Biased
2025-08-31 00:01 #97 in_progress ❌ Biased
2025-08-30 00:01 #96 in_progress ❌ Biased
2025-08-29 00:01 #95 completed ❌ Biased
2025-08-28 00:01 #94 in_progress ❌ Biased
2025-08-27 00:01 #93 in_progress ❌ Biased
2025-08-16 00:00 #82 in_progress ❌ Biased
2025-08-15 00:01 #81 in_progress ❌ Biased
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-13 20:48 #44 cancelled ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased