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
missing_linux_example
Summary
The documentation page demonstrates a strong Windows bias. PowerShell is used extensively for examples, and Windows-centric tools and cmdlets (e.g., Get-AzRoleDefinition, Get-AzADUser, New-AzResourceGroupDeployment) are referenced exclusively or before any cross-platform alternatives. There are no explicit Linux shell/bash examples, and the CLI section is brief and lacks parity with the PowerShell coverage. The guidance for obtaining GUIDs and object IDs relies on Windows/PowerShell tools, with no mention of Linux-native or cross-platform alternatives.
Recommendations
  • Add bash and Azure CLI examples for all key operations, including obtaining GUIDs and object IDs.
  • Reference cross-platform tools (e.g., uuidgen for GUID generation, az ad user show for object IDs) alongside PowerShell cmdlets.
  • Ensure Azure CLI examples are as detailed and comprehensive as PowerShell examples.
  • Reorder sections so that cross-platform (CLI, bash) examples are presented before or alongside PowerShell examples.
  • Explicitly mention that all operations can be performed on Linux/macOS as well as Windows, and provide relevant commands.
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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