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
windows_tools
Summary
The documentation provides both Azure CLI and PowerShell examples for enabling Automatic Zone Balance on Virtual Machine Scale Sets. However, PowerShell (a Windows-centric tool) is consistently presented alongside CLI, and in some sections (such as feature registration), PowerShell is listed after CLI but receives equal prominence. Portal instructions are also included, which are platform-agnostic. There is a minor bias in the PowerShell examples: the Application Health extension is shown as 'ApplicationHealthWindows', while the CLI example uses 'ApplicationHealthLinux', potentially causing confusion for Linux users. The documentation does not omit Linux-compatible instructions, but Windows tools and patterns are given equal or slightly more prominence than Linux equivalents.
Recommendations
  • Clarify when to use 'ApplicationHealthWindows' vs 'ApplicationHealthLinux' in extension examples, and ensure both are shown for cross-platform parity.
  • Explicitly note that Azure PowerShell is available on Linux/macOS (via PowerShell Core), or link to cross-platform installation instructions.
  • Consider listing Azure CLI examples before PowerShell, as CLI is natively cross-platform.
  • Where possible, provide both Linux and Windows extension examples in PowerShell and CLI sections.
  • Add a brief note about the cross-platform nature of Azure CLI and PowerShell to reduce perceived Windows bias.
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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 Biased Biased
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 Clean Clean
2026-02-21 00:00 #408 in_progress Clean Clean
2026-02-20 00:00 #404 in_progress Clean Clean
2026-02-19 00:00 #400 in_progress Clean Clean
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

Flagged Code Snippets