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 page demonstrates a Windows bias in several ways. Most queries and examples focus on Windows-specific guest configuration assignments (e.g., 'WindowsPendingReboot') and do not provide equivalent Linux examples (such as 'LinuxPendingReboot'). Windows terminology and resource names are used exclusively or before Linux equivalents. There is a lack of parity in examples for Linux guest configuration scenarios, except for a single section ('installed_application_linux'). PowerShell is featured as a primary automation tool, which is traditionally associated with Windows environments.
Recommendations
  • Add equivalent Linux guest configuration assignment examples (e.g., 'LinuxPendingReboot') wherever Windows-specific queries are shown.
  • Ensure that both Windows and Linux resource names and scenarios are covered in all query examples, not just in one section.
  • When listing tools or automation options, clarify cross-platform support (e.g., Azure CLI and PowerShell are available on Linux, macOS, and Windows).
  • Consider providing Bash or shell script examples for Linux users alongside PowerShell.
  • Review terminology and ordering to avoid presenting Windows scenarios first or exclusively, and strive for equal representation of Linux and Windows use cases.
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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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets