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_first
windows_tools
missing_linux_example
Summary
The documentation shows evidence of Windows bias. Most queries and examples are generic, but the only explicit OS-specific scenario is 'WindowsPendingReboot', with no equivalent Linux example (e.g., 'LinuxPendingReboot'). Windows terminology and resource names are used exclusively or first, and there is no parity for Linux-specific guest configuration queries. Additionally, while Azure CLI and PowerShell are both cross-platform, PowerShell is traditionally associated with Windows, and its inclusion without Linux shell examples (e.g., Bash, shell scripting) further reinforces the bias.
Recommendations
  • Add Linux-specific examples for scenarios such as pending reboot (e.g., 'LinuxPendingReboot').
  • Ensure parity by providing both Windows and Linux resource queries where applicable.
  • Include Linux shell (Bash) command examples for Azure CLI usage to demonstrate cross-platform applicability.
  • Clarify in documentation that PowerShell examples are cross-platform, or provide alternative Linux-native scripting examples.
  • Review resource naming and ensure that Linux resources are mentioned and queried with equal prominence as Windows resources.
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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

Flagged Code Snippets