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
powershell_heavy
windows_first
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows-centric bias by providing only PowerShell commands for Active Directory configuration, referencing Windows-specific tools and registry keys, and omitting equivalent Linux/Unix commands or tools for managing Kerberos, LDAP, or AD integration. Windows terminology and tools are used exclusively or introduced before any mention of cross-platform or Linux alternatives. There are no examples or guidance for Linux-based AD management or Kerberos configuration, despite the relevance for NFS and dual-protocol volumes.
Recommendations
  • Provide equivalent Linux/Unix command-line examples (e.g., using 'kadmin', 'ldapmodify', or 'realm' for Kerberos and LDAP configuration) alongside PowerShell commands.
  • Reference cross-platform tools and procedures for managing AD integration, such as Samba, SSSD, or MIT Kerberos, especially for NFS and dual-protocol scenarios.
  • Avoid Windows-specific registry and Group Policy references without mentioning how similar settings can be managed on Linux systems.
  • Include explicit sections or notes for Linux administrators, especially where NFS, Kerberos, or LDAP integration is discussed.
  • Balance the order of presentation so that Linux and Windows methods are introduced together, or provide parallel instructions for both platforms.
GitHub Create Pull Request

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
2025-09-14 00:00 #111 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Clean Clean
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Biased Biased
2025-08-04 00:00 #70 cancelled Biased Biased
2025-08-03 00:00 #69 completed Biased Biased
2025-08-02 00:00 #68 cancelled Biased Biased
2025-08-01 00:00 #67 completed Biased Biased
2025-07-31 00:00 #66 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets