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 (BitLocker, PowerShell) are mentioned before Linux equivalents (dm-crypt), and the only explicit command-line instructions use Windows-centric tooling. There are no Linux-specific command-line examples or instructions, and the documentation does not provide parity for Linux administrators.
Recommendations
  • Add equivalent Azure CLI and/or bash examples alongside PowerShell commands, especially for tasks like identifying the Key Vault associated with a VM.
  • When discussing encryption technologies, mention Linux (dm-crypt) and Windows (BitLocker) together, or alternate the order to avoid Windows-first bias.
  • Include Linux-specific troubleshooting steps, examples, and screenshots where appropriate.
  • Explicitly state that all steps and features apply equally to Linux VMs, and provide links to Linux-focused documentation where available.
  • Ensure that automation and scripting instructions are provided for both Windows (PowerShell) and Linux (Azure CLI/bash) environments.
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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