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
missing_linux_example
Summary
The documentation covers both Windows and Linux VMs, and provides parity in API, Portal, CLI, and PowerShell instructions. However, the ARM template example is Windows-centric: it only shows Windows image SKUs and parameters, with no Linux image option or example. Additionally, the ARM template section does not mention how to deploy a Linux VM, and the PowerShell examples (which are inherently Windows-focused) are presented alongside CLI examples, but CLI examples do include Linux (Ubuntu) images. The ordering of examples is generally neutral, but the ARM template bias is notable.
Recommendations
  • Add a Linux VM ARM template example, or at least show how to modify the template to deploy a Linux VM (e.g., using Ubuntu or other popular Linux distributions).
  • In the ARM template parameters, include both Windows and Linux image options, or provide guidance for Linux users.
  • Clarify in the ARM template section that the example is for Windows, and provide a link or snippet for Linux VM ARM templates.
  • Ensure that all examples (especially templates) are inclusive of both Windows and Linux scenarios, as the feature applies to both.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Clean Clean
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
2026-02-20 00:00 #404 in_progress Biased Biased
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-01-14 00:00 #252 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets