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
missing_linux_example
Summary
The documentation repeatedly lists 'Azure portal, PowerShell, or Azure CLI' as the main tools for network management tasks. PowerShell, a Windows-centric tool, is always mentioned before Azure CLI, which is more commonly used on Linux. No Linux-specific command-line examples (such as bash or Azure CLI commands) are provided, and there is no mention of Linux-native tooling or workflows, despite the article targeting 'virtual-machines-linux'. This ordering and lack of Linux examples indicate a Windows-first and PowerShell-heavy bias.
Recommendations
  • List Azure CLI before PowerShell when describing command-line options, as CLI is cross-platform and preferred on Linux.
  • Provide explicit Azure CLI command examples for each network management task.
  • Include Linux-native workflow notes (e.g., bash scripting, integration with Linux network tools) where relevant.
  • Clarify that PowerShell is optional and primarily for Windows users, while Azure CLI is recommended for Linux environments.
  • Add links to Azure CLI documentation and Linux-specific guidance alongside general Azure documentation.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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