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 page exhibits several signs of Windows bias. PowerShell is the only command-line example provided for identifying a VM's associated key vault, with no equivalent Linux (bash/Azure CLI) example. Windows tools and terminology (such as BitLocker) are mentioned before Linux equivalents (dm-crypt), and Windows is often referenced first in lists and explanations. There are no explicit Linux command examples or instructions, and the documentation assumes familiarity with Windows-centric workflows.
Recommendations
  • Provide Azure CLI and/or bash examples alongside PowerShell commands, especially for tasks like identifying key vault associations.
  • Ensure that Linux-specific encryption tools and workflows (e.g., dm-crypt) are described with equal prominence and detail as Windows tools (BitLocker).
  • Alternate the order of Windows and Linux references in lists and explanations to avoid implicit prioritization.
  • Include screenshots or instructions that are relevant for Linux VMs, such as those created from Linux Marketplace images or with custom Linux configurations.
  • Add troubleshooting and automation guidance for Linux users, including common Linux-specific issues and solutions.
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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