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
windows_tools
Summary
The documentation page demonstrates Windows bias in several ways: the VM creation example uses a Windows image (Win2022Datacenter) without mentioning or providing a Linux alternative; connectivity testing instructions exclusively reference PowerShell and Windows GUI steps, omitting Linux shell equivalents; and the workflow assumes familiarity with Windows tools and patterns, such as PowerShell and Bastion connections, without addressing Linux SSH or shell usage.
Recommendations
  • Provide parallel examples for creating a Linux VM (e.g., using --image UbuntuLTS) alongside the Windows VM example.
  • Include Linux-based connectivity testing instructions, such as using SSH to connect to the VM and running nslookup or curl from a Bash shell.
  • Mention and demonstrate Linux command-line tools (e.g., Bash, curl, dig) for DNS and connectivity tests, not just PowerShell.
  • Clarify that Bastion can be used to connect to both Windows and Linux VMs, and provide steps for both operating systems.
  • Where GUI steps are described (such as opening a browser), note how to perform equivalent actions on Linux desktops or via command-line tools.
GitHub Create Pull Request

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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets