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
minor_windows_tools
Summary
The documentation provides both Azure CLI and PowerShell examples for configuring VM vCore customization. The CLI example uses Ubuntu as the image, showing Linux parity, but the PowerShell section is more detailed and appears before ARM template automation. The PowerShell example uses Windows-centric SDK objects and terminology. The ordering of sections (CLI, then PowerShell) is reasonable, but the PowerShell example is more verbose and technical. No Linux-specific tools (like Bash scripts or cloud-init) are mentioned, but the CLI example covers Linux use cases. There is minor bias in the depth and detail of Windows/PowerShell instructions.
Recommendations
  • Add Bash or shell script examples for Linux users, especially for automation scenarios.
  • Clarify that Azure CLI works equally well for both Linux and Windows, and provide explicit Linux/macOS usage notes.
  • Balance the detail between PowerShell and CLI sections, ensuring CLI instructions are as comprehensive as PowerShell.
  • Mention Linux-specific automation tools (e.g., cloud-init) if relevant.
  • Consider adding a table or summary comparing CLI, PowerShell, and ARM template approaches for both OS types.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
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
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets