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
missing_linux_example
Summary
The documentation provides both Azure CLI and PowerShell examples for key tasks, but PowerShell examples are often shown alongside or before CLI, and some references (such as finding Marketplace images) link to Windows/PowerShell-specific pages first. In some cases, Linux equivalents are mentioned but not given equal prominence or example coverage. There are also references to Windows tools (Sysprep) before Linux equivalents (waagent), and some links for uploading VHDs are split into Windows and Linux, but the Windows link appears first. Overall, while the documentation is not exclusively Windows-focused, there is a mild bias toward Windows/PowerShell in example ordering and reference links.
Recommendations
  • Ensure Azure CLI examples are presented before or alongside PowerShell, as CLI is cross-platform.
  • When referencing external guides (e.g., uploading VHDs), present Linux and Windows links together or in parallel, not with Windows first.
  • Provide explicit Linux-focused examples or references where only Windows/PowerShell examples are given.
  • When mentioning tools (e.g., Sysprep vs waagent), present both with equal prominence and detail.
  • Audit linked documentation to ensure Linux parity in referenced guides.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets