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
missing_linux_example
Summary
The documentation, while mentioning both Windows and Linux VMs, demonstrates a Windows bias by providing PowerShell commands as the only example for identifying a VM's associated Key Vault, referencing BitLocker (Windows) before dm-crypt (Linux) in the ADE section, and omitting equivalent Linux/CLI commands or examples. There are no explicit Linux command-line examples or references to Linux-native tools, and the only command-line example is Windows PowerShell.
Recommendations
  • Provide equivalent Azure CLI or Bash examples alongside PowerShell commands, especially for tasks like identifying the Key Vault associated with a VM.
  • When describing ADE, mention Linux (dm-crypt) and Windows (BitLocker) in parallel, and provide links to both Windows and Linux disk encryption documentation equally.
  • Ensure that all procedural steps that reference command-line actions include both Windows (PowerShell) and Linux (CLI/Bash) variants.
  • Add Linux-specific troubleshooting links and examples where relevant.
  • Review the order of OS mentions to avoid always listing Windows first, and strive for parity in example depth and detail.
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Scan History

Date Scan Status Result
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-19 00:01 #85 completed Clean Clean
2025-07-19 13:51 #54 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