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
Summary
The documentation alternates between Windows (RDP) and Linux (SSH) examples, but consistently presents Windows/RDP examples before Linux/SSH ones in each section. The C# code samples are used for Windows pools (RDP), while Python is used for Linux pools (SSH), reinforcing a pattern of Windows-first presentation and tool/language association. No PowerShell-specific examples are present, but the ordering and language choice may subtly prioritize Windows environments.
Recommendations
  • Alternate the order of examples so that Linux/SSH is presented first in some sections, or present both examples side-by-side.
  • Explicitly state that both Windows and Linux pools are equally supported and that the choice of language (C# for Windows, Python for Linux) is arbitrary.
  • Provide equivalent code samples in both languages (C# and Python) for both Windows and Linux pool scenarios, to avoid reinforcing language/OS associations.
  • Include a note clarifying that the configuration principles apply equally to both operating systems and that users may choose their preferred language/tool regardless of OS.
  • Consider adding PowerShell and Bash/CLI examples for parity, if relevant.
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Scan History

Date Scan Status Result
2026-01-18 00:00 #266 completed Biased Biased
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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets