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
windows_first
Summary
The documentation demonstrates some Windows bias, particularly in the use of PowerShell for required configuration steps and the frequent mention of Windows-centric tools (e.g., PuTTY) and patterns. PowerShell is the only example given for service principal setup, and Windows tools are referenced before or instead of native Linux alternatives. While Linux is mentioned, parity in examples and tool recommendations is lacking.
Recommendations
  • Provide equivalent Azure CLI or Bash commands for service principal and key creation steps, not just PowerShell.
  • When referencing SSH clients, mention native Linux/macOS SSH first, with PuTTY as an alternative for Windows users.
  • In connection instructions, show both command-line (ssh) and GUI (PuTTY) methods, and clarify which are for which OS.
  • Ensure that any step requiring scripting or automation includes both Windows (PowerShell) and Linux (Bash/Azure CLI) examples.
  • Review the order of presenting Windows and Linux instructions to avoid always listing Windows first.
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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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets