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 demonstrates a moderate Windows bias, especially in the .NET section, where Windows tools (Visual Studio, PowerShell) are listed before cross-platform or Linux-native options. Some quickstart and tutorial links default to Windows or PowerShell tabs, and Windows-specific tools are mentioned more prominently than their Linux equivalents. In contrast, Linux and CLI options are less emphasized or appear after Windows options. Other stacks (Java, Node.js, PHP) show better Linux parity, but the 'Next step' call-to-action also defaults to an ASP.NET (Windows-centric) example.
Recommendations:
  • Ensure that for every Windows/Powershell example or tool, an equivalent Linux/Bash/Azure CLI example is provided and given equal prominence.
  • In tables and lists, alternate the order of Windows and Linux tools, or group them together under neutral headings (e.g., 'Command line (Windows, Linux)').
  • Avoid defaulting to Windows tabs or PowerShell in quickstart/tutorial links; use neutral or platform-agnostic defaults, or provide clear tab choices.
  • Add explicit Linux/CLI examples for .NET where missing, especially for creation and deployment steps.
  • Balance the 'Next step' call-to-action by rotating or randomizing the stack, or providing a choice of language/platform.
  • Review all sections for implicit prioritization of Windows tools and ensure Linux users receive equal guidance and visibility.
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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