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 consistently uses Windows Server as the default and only example for virtual machine creation, both in the Azure Portal and CLI/PowerShell instructions. There are no examples or instructions for creating a Linux VM, nor any mention of Linux-specific considerations, images, or administrator account setup. This presents a Windows-first bias and omits Linux parity in practical usage scenarios.
Recommendations
  • Add parallel instructions and examples for creating a Linux virtual machine (e.g., using Ubuntu or CentOS images) in all sections where VM creation is demonstrated.
  • In the Portal instructions, include a step for selecting a Linux image and configuring SSH authentication, alongside the Windows example.
  • For PowerShell and Azure CLI, provide sample commands for creating a Linux VM, including appropriate image references and authentication methods (e.g., SSH keys).
  • Explicitly mention that the NSG diagnostics process applies equally to Linux VMs, and highlight any differences in network access or security group configuration relevant to Linux.
  • Ensure that administrator account setup instructions cover both Windows (username/password) and Linux (username/SSH key) scenarios.
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