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
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation page demonstrates a Windows bias by exclusively using Windows Server virtual machines for both workload and on-premises examples, providing only PowerShell-based instructions for VM configuration (IIS installation), and omitting any Linux-based VM or shell examples. The walkthrough assumes Windows-centric tools and patterns, such as RDP for remote access and PowerShell for automation, without mentioning or prioritizing Linux alternatives.
Recommendations
  • Include parallel examples using Linux VMs (e.g., Ubuntu) for both workload and on-premises scenarios.
  • Provide instructions for installing and testing a web server (e.g., Apache or Nginx) on Linux VMs, using Bash or Azure CLI commands.
  • Offer remote access examples using SSH for Linux VMs, alongside RDP for Windows.
  • When showing automation or scripting steps, provide both PowerShell and Bash/Azure CLI equivalents.
  • Explicitly mention that the process applies to both Windows and Linux environments, and clarify any platform-specific differences.
  • Balance the order of examples so that Linux and Windows are presented with equal prominence.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased