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
windows_tools
Summary
The documentation demonstrates a Windows bias by providing only Windows-based validation steps (creating a Windows VM), exclusively using Azure PowerShell for CLI examples, and omitting equivalent Linux or cross-platform instructions. The validation section references Windows-specific VM creation and command-line usage, while no Bash, Azure CLI, or Linux VM examples are given. The use of PowerShell and Windows tools is prioritized, and Linux alternatives are missing throughout.
Recommendations
  • Add Azure CLI (az) examples alongside or instead of PowerShell scripts for resource creation and management.
  • Include instructions for creating and validating with a Linux VM, referencing the official Azure Linux VM quickstart.
  • Show command-line validation steps using Bash or Linux shell (e.g., running nslookup from a Linux VM).
  • Explicitly mention that the steps are cross-platform where applicable, and clarify any OS-specific differences.
  • Balance screenshots and walkthroughs to include both Windows and Linux environments, or use generic Azure portal images.
  • Provide links to both Windows and Linux VM creation guides in the validation section.
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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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets