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
Summary
The documentation generally covers both Windows and Linux Azure VMs, including their respective disk encryption technologies (BitLocker for Windows, dm-crypt for Linux). However, there is a notable bias in example commands: the only explicit command-line example for identifying a VM's associated key vault uses PowerShell, with no equivalent Azure CLI or Bash example provided. Additionally, PowerShell is mentioned before Azure CLI in the section about setting access policies, and the documentation tends to reference Windows technologies first when describing ADE (BitLocker is mentioned before dm-crypt).
Recommendations
  • Provide equivalent Azure CLI and/or Bash examples alongside PowerShell commands, especially for tasks like identifying a VM's associated key vault.
  • When listing technologies or steps that apply to both Windows and Linux, alternate the order or present them in parallel to avoid Windows-first bias.
  • Explicitly mention that all steps can be performed on Linux/macOS using Azure CLI, and link to relevant CLI documentation.
  • Where screenshots or UI references are platform-agnostic, clarify that the process is identical for both Windows and Linux VMs.
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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