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 referencing Windows-centric tools and patterns first (Azure PowerShell, Azure portal), and providing only .NET/C# sample code, which is most commonly used on Windows. There are no Linux/macOS-specific instructions, nor examples in cross-platform languages or tools. While Azure CLI is mentioned, it is listed after PowerShell and portal, and no CLI example is shown. The sample code is exclusively for .NET, with no mention of alternatives for Linux/macOS users.
Recommendations
  • Provide explicit Linux/macOS instructions for prerequisites, such as using Azure CLI for service principal creation, and show CLI examples.
  • Include sample code in cross-platform languages (e.g., Python, Java) that are commonly used on Linux/macOS.
  • Clarify that the .NET libraries can be used on Linux/macOS via .NET Core, and provide guidance or links for setting up .NET on those platforms.
  • Reorder prerequisite instructions to present cross-platform tools (Azure CLI) before Windows-centric ones (PowerShell, portal).
  • Add a note or section on platform compatibility and any OS-specific considerations.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets