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_tools
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits a Windows bias by frequently referencing Windows-specific technologies (e.g., Windows Firewall, BitLocker, Active Directory Federation Services), mentioning Windows tools and patterns before their Linux equivalents, and providing more detail for Windows scenarios. Linux equivalents are sometimes mentioned but often lack parity in explanation or are referenced after Windows options. There are no explicit Linux command-line or tool examples, and PowerShell/Windows-centric terminology dominates, with little attention to Linux-native workflows.
Recommendations
  • Provide Linux-specific examples and workflows alongside Windows ones, such as using Azure CLI/bash commands for access control and diagnostics.
  • Mention Linux technologies (e.g., iptables, SELinux, dm-crypt) with equal detail and priority as Windows tools like Windows Firewall and BitLocker.
  • Ensure that references to management tools (e.g., Azure CLI, SSH) are presented before or alongside Windows tools (e.g., PowerShell, RDP).
  • Include explicit Linux scenarios and troubleshooting steps, not just generic references.
  • Balance explanations of identity and access management to include Linux-based integration patterns (e.g., LDAP, PAM) where relevant.
  • Review and update diagrams and examples to show both Windows and Linux VM contexts.
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Scan History

Date Scan Status Result
2026-01-17 00:00 #262 completed Clean Clean
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
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