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_tools
windows_first
Summary
The documentation page for Azure built-in roles is generally platform-neutral, focusing on role definitions and permissions. However, there is evidence of Windows bias in the naming and description of certain roles and services, such as 'Windows Admin Center Administrator Login', 'Windows 365 Network Interface Contributor', and 'Windows 365 Network User', which are Windows-specific tools and services. These roles are present in the Compute section and are not balanced by equivalent Linux-specific roles or tools. Additionally, Azure Stack HCI and SCVMM (System Center Virtual Machine Manager) roles in the Hybrid + Multicloud section are Windows-centric, with no mention of Linux-based equivalents. The documentation lists Windows tools and roles explicitly, while Linux-specific management tools or roles (e.g., SSH, Linux VM management) are not mentioned or described in similar detail.
Recommendations
  • Add Linux-specific roles and management tools where relevant, such as roles for SSH access, Linux VM management, or integration with Linux-based automation/configuration tools.
  • Provide parity in documentation by including Linux equivalents or alternatives for Windows-centric roles and services, such as describing how Linux VMs are managed and what roles apply.
  • Where Windows tools (e.g., Windows Admin Center, SCVMM, Windows 365) are mentioned, also mention Linux management tools (e.g., Cockpit, Ansible, SSH) and clarify which roles or permissions apply to those scenarios.
  • Review role descriptions for platform bias and update them to explicitly state applicability to both Windows and Linux environments, or clarify any platform-specific limitations.
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
2026-01-11 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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean