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
missing_linux_example
windows_tools
powershell_heavy
Summary
The documentation page demonstrates a bias towards Windows by exclusively referencing .NET (DotNet) samples and libraries, which are traditionally associated with Windows environments. There are no Linux-specific or cross-platform CLI examples (such as Azure CLI, Bash, or Python), nor are there any references to Linux tools or shell environments. The samples and migration guides are all focused on .NET, with no parity for other platforms or languages commonly used on Linux.
Recommendations
  • Add Azure CLI and Bash examples for role assignment and authentication flows, demonstrating how to perform these tasks from Linux or cross-platform environments.
  • Include code samples in additional languages such as Python, Java, or Node.js, which are popular on Linux.
  • Reference and link to SDK samples and guides for non-.NET languages and platforms.
  • Explicitly mention that the procedures and APIs are platform-agnostic where applicable, and provide guidance for both Windows and Linux users.
  • If PowerShell or Windows tools are mentioned, ensure equivalent Linux commands (e.g., Bash, Azure CLI) are presented alongside or before them.
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Scan History

Date Scan Status Result
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-12 00:58 #8 cancelled Clean Clean
2025-07-10 05:06 #7 processing Clean Clean