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 example scripts for resource creation, deployment, and cleanup use Azure PowerShell, with no Azure CLI or Bash equivalents provided. The tutorial centers on deploying a Windows VM, with no mention of Linux VM templates or Linux-specific password requirements. The validation step instructs users to connect via RDP, which is Windows-specific, and does not mention SSH or Linux connection methods. Windows tools and patterns (PowerShell, RDP, Windows VM template) are referenced exclusively and/or before any Linux alternatives.
Recommendations
  • Provide Azure CLI and Bash script examples alongside PowerShell for all deployment, validation, and cleanup steps.
  • Include instructions and examples for deploying a Linux VM, referencing a Linux VM template from Azure Quickstart Templates.
  • Mention Linux VM password requirements and provide guidance for connecting to Linux VMs (e.g., SSH) in the validation section.
  • Balance references to Windows and Linux tools and patterns throughout the tutorial, ensuring Linux users have clear, equivalent steps.
  • Where possible, use cross-platform language (e.g., 'administrator account' instead of 'Windows administrator account') and avoid hardcoding Windows-specific values.
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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