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
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by presenting only PowerShell-based examples for creating and managing proximity placement groups and VM scale sets. Windows tools (PowerShell cmdlets) are used exclusively throughout the step-by-step instructions, with no equivalent Azure CLI or Linux/macOS shell examples provided. The only mention of Azure CLI is in a brief note at the end, without any concrete example or guidance. This creates friction for Linux/macOS users who primarily use Bash and Azure CLI.
Recommendations
  • Provide equivalent Azure CLI examples alongside PowerShell examples for all major tasks (creating proximity placement groups, listing them, creating scale sets, checking alignment status).
  • Clearly indicate cross-platform options at the start of the documentation, and avoid presenting Windows/PowerShell as the default or only method.
  • Add links to Linux/macOS-specific documentation where relevant, and ensure parity in example depth and clarity.
  • Consider reordering sections so that CLI and PowerShell examples are presented together, or alternate which is shown first.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 01:31 #124 completed Biased Biased
2026-01-13 06:17 #109 completed Biased Biased
2026-01-12 00:00 #101 completed Biased Biased
2026-01-10 00:00 #94 completed Clean Clean
2026-01-09 19:00 #91 completed Clean Clean
2026-01-06 22:28 #80 completed Clean Clean

Flagged Code Snippets