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
windows_tools
powershell_heavy
Summary
The documentation demonstrates mild Windows bias by mentioning Windows tools (PowerShell, RDP) before or alongside Linux equivalents, and by providing explicit instructions for connecting to Windows VMs and using Windows authentication methods. While Linux options are present and the main example uses Ubuntu, Windows tools and patterns are referenced frequently and sometimes first, such as PowerShell for SSH and RDP for remote access.
Recommendations
  • Provide Linux-specific examples and instructions before Windows ones, especially in sections about connecting to VMs.
  • Highlight Linux command-line tools (e.g., Bash, SSH) as primary options, with Windows alternatives as secondary.
  • Include explicit Linux-only quickstart flows, and avoid grouping Windows and Linux instructions unless necessary.
  • Reference Linux tools and patterns (e.g., SSH, SCP, Bash) before mentioning Windows tools like PowerShell or RDP.
  • Ensure parity in troubleshooting and driver installation instructions for both Linux and Windows.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets