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
powershell_heavy
windows_tools
windows_first
Summary
The documentation page demonstrates a Windows bias primarily through its focus on Azure PowerShell cmdlets for role management, mentioning them as the main CLI interface for users. There are no examples or references to Linux-native tools or cross-platform CLI alternatives such as Azure CLI or Bash scripting. The SDK samples are in C#, a language most commonly used on Windows, and there is no mention of Python or other cross-platform SDKs. The documentation refers to PowerShell cmdlets before discussing API or SDK usage, reinforcing a Windows-first approach.
Recommendations
  • Add equivalent Azure CLI examples for role management tasks alongside PowerShell cmdlets.
  • Include Bash or shell script samples for API calls to demonstrate Linux usage.
  • Mention and provide examples for cross-platform SDKs such as Python or Node.js.
  • Clarify which tools and samples are cross-platform and which are Windows-specific.
  • Reorder sections so that cross-platform tools (API, CLI) are presented before Windows-specific tools (PowerShell).
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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
2026-01-11 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets