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 provides both Azure CLI and PowerShell examples for creating VMs from generalized images in an Azure Compute Gallery. However, PowerShell examples are heavily Windows-centric, with explicit use of Windows-specific parameters (e.g., Set-AzVMOperatingSystem -Windows) and RDP-related networking rules. In several PowerShell code blocks, only Windows VM creation is shown, while Linux VM creation is not addressed. Additionally, PowerShell examples appear before REST and Portal instructions, and often before CLI in some sections, which may reinforce a Windows-first perspective. CLI and REST examples do include Linux scenarios, but PowerShell is presented as the default for Windows, with no Linux PowerShell parity.
Recommendations
  • Add PowerShell examples for creating Linux VMs, using Set-AzVMOperatingSystem -Linux and appropriate credential handling.
  • In PowerShell networking examples, show how to open SSH (port 22) for Linux VMs, not just RDP (port 3389) for Windows.
  • Clearly label CLI and PowerShell examples as Linux or Windows, and provide both where possible.
  • Ensure that Linux scenarios are equally represented in PowerShell sections, not only in CLI/REST.
  • Consider alternating the order of CLI and PowerShell tabs, or defaulting to CLI (cross-platform) first.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets