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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All code examples for creating and deploying resources use Azure PowerShell, with no equivalent Azure CLI or Bash examples provided. The tutorial centers on deploying a Windows VM, referencing Windows-specific password requirements and using RDP for validation. Linux VM scenarios, tools, and deployment patterns are absent, and the use of PowerShell is prioritized throughout, even when Cloud Shell supports Bash/CLI. Windows tools and workflows are mentioned exclusively or before any Linux alternatives.
Recommendations
  • Provide Azure CLI (az) and Bash examples alongside PowerShell scripts for all resource creation and deployment steps.
  • Include a parallel tutorial or examples for deploying a Linux VM, referencing Linux-specific password/SSH requirements.
  • Mention and demonstrate Linux connection methods (e.g., SSH) in the validation section, not just RDP.
  • Reference Linux documentation and password requirements where appropriate.
  • Ensure that instructions for Cloud Shell do not default to PowerShell, but present Bash/CLI as an equal option.
  • Balance the use of Windows and Linux terminology, tools, and workflows throughout the tutorial.
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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 Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets