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
windows_tools
Summary
The documentation demonstrates a Windows bias by presenting PowerShell examples and commands before Linux/Azure CLI equivalents, using Windows-centric tools (PowerShell) for feature registration and management, and referencing Windows-specific patterns (Active Directory, domain controllers) without equal Linux/NFS context. While Azure CLI and REST API options are included, PowerShell is often listed first or with more detail, and Linux-specific usage patterns are not highlighted.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples, as CLI is cross-platform and preferred by many Linux users.
  • Expand Linux/NFS-specific guidance, especially for scenarios involving DNS, domain controllers, or network security, to ensure parity with Windows/Active Directory coverage.
  • Include explicit Linux shell command examples (e.g., bash scripts for Azure CLI) where PowerShell is used.
  • Clarify that all CLI commands work on Linux, macOS, and Windows, and provide troubleshooting tips for Linux environments.
  • Add references to Linux authentication and identity management patterns where only Windows/Active Directory are mentioned.
  • Ensure screenshots and UI references do not assume a Windows environment (e.g., avoid Windows-specific UI elements or terminology).
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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
2026-01-12 00:00 #243 cancelled 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
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-18 00:00 #84 cancelled Biased Biased
2025-08-17 00:01 #83 cancelled Clean Clean
2025-08-12 00:00 #78 cancelled Clean Clean
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-07-19 13:51 #54 completed Clean Clean
2025-07-14 21:48 #50 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets