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
missing_linux_example
windows_tools
windows_first
Summary
The documentation page demonstrates a strong bias toward Windows and PowerShell. All command-line examples use Azure PowerShell, with no Azure CLI (cross-platform) or Bash examples provided. The instructions for deploying, validating, and cleaning up resources are exclusively written for PowerShell, which is more familiar to Windows users. There is no mention of Linux-specific workflows or tools, and the documentation does not provide parity for users on Linux or macOS platforms.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell scripts, as Azure CLI is cross-platform and commonly used on Linux and macOS.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and provide Bash/Azure CLI instructions.
  • Reorder or parallelize instructions so that CLI (cross-platform) examples are presented before or alongside PowerShell examples.
  • Include notes or sections for Linux/macOS users to ensure they can follow the quickstart without needing to use PowerShell.
  • Review and update any references or screenshots that may imply a Windows-only environment.
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets