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
windows_tools
Summary
The documentation page demonstrates a Windows bias by providing PowerShell as the first and most detailed scripting example for assigning Microsoft Graph API permissions, referencing Visual Studio (a Windows-centric IDE) for initial setup, and using PowerShell-specific modules and cmdlets. Although an Azure CLI example is included, the prominence and order of PowerShell examples, as well as the mention of Visual Studio, indicate a preference for Windows tools and workflows.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples to avoid implying PowerShell is the primary or preferred method.
  • Explicitly mention that all Azure CLI commands work cross-platform (Windows, Linux, macOS) and provide guidance for Linux/macOS users.
  • Include references to Linux-friendly development environments (e.g., VS Code, command-line deployment) instead of or in addition to Visual Studio.
  • Review screenshots and UI instructions to ensure they are not Windows-specific or clarify if the steps are identical across platforms.
  • Add a note or section highlighting parity and any differences in experience for Linux users.
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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Biased Biased
2025-08-05 00:00 #71 completed Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased

Flagged Code Snippets