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
missing_linux_example
Summary
The documentation shows mild Windows bias by referencing Windows-specific resources first (e.g., enabling managed identities on a VM links to a Windows VM guide), and by omitting explicit Linux or cross-platform command-line examples for authentication or role assignment. All code samples are in C#/.NET, which is cross-platform but traditionally associated with Windows. There are no PowerShell-specific commands, but there is a lack of parity in showing Linux or CLI-based workflows.
Recommendations
  • When referencing enabling managed identities on VMs, provide both Windows and Linux VM links, or a neutral overview page.
  • Include Azure CLI examples for authentication and role assignment, as these are cross-platform and widely used on Linux.
  • Provide at least one code sample in a language commonly used on Linux (e.g., Python or JavaScript), or explicitly mention that the SDKs and code samples work on Linux as well.
  • If environment variable setup is shown, clarify how to do this on both Windows (setx, PowerShell) and Linux (export in Bash).
  • Review all links and ensure that Linux and cross-platform documentation is referenced alongside or before Windows-specific resources.
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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

Flagged Code Snippets

Environment.SetEnvironmentVariable("AZURE_CLIENT_ID", "");
Environment.SetEnvironmentVariable("AZURE_TENANT_ID", "");
Environment.SetEnvironmentVariable("AZURE_CLIENT_SECRET", "");

EventGridPublisherClient client = new EventGridPublisherClient(new Uri("your-event-grid-topic-domain-or-partner-namespace-endpoint"), new DefaultAzureCredential());