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_tools
powershell_heavy
windows_first
Summary
The documentation page shows mild Windows bias by referencing Azure PowerShell (a Windows-centric tool) before Azure CLI when describing key regeneration, and by mentioning the Azure portal (which is most commonly used on Windows) as the primary UI for management tasks. The only explicit code example is in C#, a language most associated with Windows development, and the AMQP example references .NET-specific libraries. However, Azure CLI is also documented, and most instructions are platform-agnostic, with no critical steps that are Windows-only.
Recommendations
  • Present Azure CLI instructions before or alongside Azure PowerShell, as CLI is cross-platform.
  • Include explicit Linux/macOS usage notes or screenshots where UI/UX may differ.
  • Provide code samples in additional languages (e.g., Python, JavaScript) that are popular on Linux/macOS.
  • Reference cross-platform SDKs and libraries, not just .NET/C#.
  • Clarify that the Azure portal and CLI are available on all platforms.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed 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
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets