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
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation demonstrates a bias towards Windows environments, particularly in the administrator troubleshooting section, where only PowerShell commands and Windows-specific instructions are provided for resolving service principal issues. There are no equivalent Linux or cross-platform CLI examples (such as Azure CLI or Bash), and the guidance assumes the use of PowerShell and Windows tools. The troubleshooting steps and installation instructions are Windows-centric, and alternatives for Linux or macOS administrators are missing.
Recommendations
  • Provide equivalent Azure CLI or Bash commands for service principal creation and troubleshooting, suitable for Linux/macOS environments.
  • Include installation and usage instructions for Microsoft Graph and related tools on Linux and macOS, not just PowerShell.
  • Add notes or sections clarifying cross-platform support and explicitly mention how Linux/macOS administrators can perform the same tasks.
  • Ensure that code samples and troubleshooting steps are presented in a platform-neutral way, or offer both Windows and Linux/macOS alternatives side-by-side.
  • Review other sections for implicit Windows-first assumptions and update language to be inclusive of all supported platforms.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets