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_first
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias. PowerShell is heavily featured throughout, with most examples and guidance using PowerShell cmdlets. Windows tools and patterns (e.g., New-Guid, Get-AzADUser) are mentioned exclusively or before any cross-platform alternatives. The Azure CLI section is present but less detailed, and there are no explicit Linux/macOS shell examples or guidance for generating GUIDs or querying Azure AD from non-Windows environments. This creates friction for Linux/macOS users, who may need to find their own equivalents or workarounds.
Recommendations
  • Add explicit Bash/Linux/macOS shell examples for key steps, such as generating GUIDs (e.g., using uuidgen) and querying Azure AD (e.g., using Azure CLI or Microsoft Graph API).
  • Provide Azure CLI examples with equivalent detail and coverage as PowerShell, including parameter file deployment and role assignment.
  • Mention cross-platform tools and patterns first, or at least alongside Windows/PowerShell options.
  • Clarify which commands and tools are cross-platform and which are Windows-specific.
  • Link to relevant Linux/macOS documentation for Azure CLI and scripting.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets