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
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias by referencing Windows-specific tools and patterns, such as Active Directory, Windows Server agents, Windows Hello for Business, and Privileged Access Workstations (PAWs), without providing equivalent Linux examples or alternatives. Windows-centric terminology and solutions are presented exclusively or before any mention of cross-platform or Linux-compatible options. There is a lack of guidance for organizations using Linux-based infrastructure, especially for password protection, privileged access workstations, and authentication methods.
Recommendations
  • Include Linux equivalents or alternatives for all Windows-specific tools and features (e.g., mention Linux PAM modules for password protection, Linux-based privileged access workstation strategies, and Linux-compatible MFA solutions).
  • Provide cross-platform examples for identity integration, authentication, and automation (e.g., Azure CLI usage on Linux, non-Windows SSO and passwordless authentication methods).
  • Explicitly state when features are Windows-only and offer guidance for Linux environments where possible.
  • Add documentation links or references to Azure identity and access management best practices for Linux and other non-Windows platforms.
  • Ensure parity in examples and recommendations for both Windows and Linux administrators throughout the document.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased