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
windows_tools
powershell_heavy
Summary
The documentation presents Windows VM domain join as the first and primary debugging step, referencing the use of the Windows control panel UI for domain joining. Linux (Ubuntu) domain join is mentioned second, with less detail and only referencing a script. There is an implicit assumption of familiarity with Windows tools and workflows, and no Linux-specific troubleshooting commands or manual steps are provided.
Recommendations
  • Present Linux and Windows troubleshooting steps with equal prominence, ideally side-by-side.
  • Provide manual Linux domain join steps (e.g., using 'realm join', 'adcli', or Samba commands) in addition to the script.
  • Include Linux-specific troubleshooting commands (e.g., 'dig', 'nslookup', 'systemctl status', etc.) for DNS and domain join verification.
  • Avoid referencing Windows UI tools without Linux equivalents; if a UI is mentioned, provide a CLI or GUI alternative for Linux.
  • Clarify that both Windows and Linux VMs can be used for debugging, and ensure instructions are complete for both platforms.
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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 Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased