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
missing_linux_example
Summary
The documentation demonstrates a Windows bias by prioritizing Windows-centric tools and workflows. PowerShell is featured prominently for scripting and automation, with detailed cmdlet examples, while Linux-native alternatives are not mentioned. The Azure portal (a GUI tool most commonly used on Windows) is presented as the primary method for PAL association, and PowerShell is discussed before Azure CLI. There are no explicit Linux shell (bash) examples, nor references to Linux-specific tooling or cross-platform considerations. The documentation assumes familiarity with Windows tools and patterns, leaving Linux users with less guidance.
Recommendations
  • Provide bash shell examples for PAL association and resource attribution, especially for users on Linux or macOS.
  • Explicitly mention cross-platform compatibility for Azure CLI and PowerShell, including installation and usage notes for Linux/macOS.
  • Reorder sections to present Azure CLI (which is cross-platform) before PowerShell, or present both approaches side-by-side.
  • Include troubleshooting and validation steps using Linux-native tools (e.g., bash scripts, CLI output parsing).
  • Clarify which steps and tools are available and supported on Linux, and highlight any differences or limitations.
  • Add links to official documentation for installing and using Azure CLI and PowerShell on Linux/macOS.
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets