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
Summary
The documentation page exhibits Windows bias primarily in the section discussing parameter naming conflicts, where only PowerShell (Windows-centric) deployment commands and cmdlets are referenced. Additionally, in the resources section, Windows VM connection methods are listed before Linux equivalents, and more links are provided for Windows-specific connection scenarios. No Linux shell (bash/CLI) deployment examples or references to Linux-native tooling are present.
Recommendations
  • Include Azure CLI (bash) examples alongside or before PowerShell examples when discussing deployment commands and parameter naming conflicts.
  • Reference Linux-native tools and workflows (e.g., Azure CLI, bash scripts) in addition to Windows/PowerShell tools.
  • Ensure that connection instructions for Linux VMs are given equal prominence and detail as those for Windows VMs.
  • Where possible, provide cross-platform guidance and examples, making it clear how best practices apply regardless of OS or tool preference.
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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
2026-01-12 00:00 #243 cancelled 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

Flagged Code Snippets