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
Summary
The documentation presents Windows VM troubleshooting steps before Linux (Ubuntu) steps, and references Windows-specific tools and patterns (e.g., using the Control Panel UI for domain join). While Linux (Ubuntu) steps are included, the ordering and detail favor Windows, and there is no mention of Linux-native troubleshooting tools or commands beyond running a provided script.
Recommendations
  • Present Linux (Ubuntu) troubleshooting steps before or alongside Windows steps to avoid implicit prioritization.
  • Provide equivalent Linux-native troubleshooting commands (e.g., using realm, net ads join, or samba-tool) and explain their usage.
  • Include references to Linux tools for DNS and domain join verification (e.g., dig, nslookup, realm list).
  • Clarify that both Windows and Linux VMs can be used for troubleshooting, and provide parity in detail and guidance 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