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
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Windows and PowerShell examples are presented first and in greater detail, with explicit references to PowerShell for access policy assignment and token acquisition. Windows-specific tools and group memberships are mentioned before their Linux equivalents, and links to Windows instructions often precede or are more prominent than Linux ones. While Linux/Bash examples are present, they are less detailed and sometimes require additional steps (e.g., needing an SSH client). Some instructions and references (such as access policy assignment) are PowerShell-centric, with CLI alternatives mentioned only in 'Next steps'.
Recommendations
  • Present Linux and Windows examples side-by-side or alternate which comes first to avoid implicit prioritization.
  • Provide equally detailed Bash/Linux examples for all PowerShell/Windows instructions, including access policy assignment and token acquisition.
  • Include direct references and links to Linux/CLI instructions wherever Windows/PowerShell links are given.
  • Mention Linux group memberships and prerequisites before or alongside Windows equivalents.
  • Add screenshots or output examples for Linux/Bash commands, matching the detail given for PowerShell.
  • Where PowerShell is used for resource management, provide Azure CLI or Bash alternatives in the main content, not just in 'Next steps'.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Biased Biased
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Biased Biased
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Biased Biased
2026-02-08 00:00 #355 completed Biased Biased
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets