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 demonstrates a Windows bias by exclusively using Windows Server images for all virtual machine creation examples in the Portal, PowerShell, and Azure CLI sections. There are no Linux VM examples or instructions, and the VM creation steps (including image selection and CLI parameters) are tailored to Windows. This could mislead users into thinking NSG diagnostics or Bastion scenarios are only relevant for Windows VMs, or that Linux is unsupported.
Recommendations
  • Add parallel examples for creating and diagnosing Linux virtual machines (e.g., Ubuntu, CentOS) in all sections (Portal, PowerShell, Azure CLI).
  • In the Portal instructions, show how to select a Linux image and set SSH authentication, not just Windows credentials.
  • In CLI and PowerShell, provide commands for Linux VM creation (e.g., --image 'UbuntuLTS', --admin-username, --authentication-type ssh).
  • Clarify in the introduction and throughout that NSG diagnostics and Bastion work for both Windows and Linux VMs.
  • Where screenshots are shown, include Linux VM configuration screens as well as Windows.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed 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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets