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
Summary
The documentation page presents Windows-specific pivots (Visual Studio, PowerShell, CLI) before Linux equivalents and includes multiple Windows-only tools (Visual Studio, PowerShell) without clear Linux alternatives. Linux pivots are present but less prominent, and there is no evidence of missing Linux examples, but the ordering and tool selection favor Windows users.
Recommendations
  • Ensure Linux pivots (e.g., VS Code, Azure CLI) are presented with equal prominence and ordering as Windows pivots.
  • Add explicit Linux CLI and shell examples where only PowerShell or Windows CLI are shown.
  • Include Linux-native tooling and workflows (e.g., Bash, Docker Compose) alongside Windows tools.
  • Consider grouping pivots by platform (Windows/Linux) rather than by tool to avoid implicit prioritization.
  • Add a summary table or section comparing Windows and Linux workflows for parity.
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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 Biased Biased
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