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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias by presenting Windows instructions and tools (PowerShell, Windows Admin Center) before or more prominently than Linux equivalents. PowerShell is highlighted as a cross-platform onboarding method, but only the Windows Admin Center is mentioned as a GUI tool, with no Linux GUI alternatives. The Linux installation steps are brief and lack detail compared to Windows, and there are no Linux-specific automation or management tool examples.
Recommendations
  • Provide Linux installation instructions with equal detail and step-by-step guidance as Windows, including troubleshooting tips.
  • Mention and link to Linux-native automation tools (e.g., Ansible, shell scripts) for agent deployment, similar to PowerShell and Windows Admin Center.
  • If GUI tools exist for Linux (such as Cockpit or other management consoles), reference them for parity with Windows Admin Center.
  • Present Windows and Linux instructions in parallel or with equal prominence, rather than leading with Windows.
  • Include Linux-specific verification steps and examples for post-installation checks, not just referencing the Azure portal.
  • Clarify that PowerShell is available on Linux, or provide Bash/CLI alternatives for all PowerShell examples.
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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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets