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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by consistently referencing Windows-centric tools and workflows. Examples include frequent mention of PowerShell scripts for automation, links to 'create-lab-windows-vm' resources, and references to Windows-specific tools like Visual Studio and Active Directory domain-join artifacts. Linux equivalents (such as Bash scripting or Linux VM creation) are not mentioned or are relegated to generic statements, and there are no explicit Linux-focused examples or instructions.
Recommendations
  • Add explicit Linux VM creation examples and links (e.g., 'create-lab-linux-vm-bicep.md', 'create-lab-linux-vm-template.md').
  • Include Bash or CLI-based automation examples alongside PowerShell scripts.
  • Mention Linux tools and artifacts (e.g., apt, yum, SSH, Linux dev tools) in artifact customization sections.
  • Provide parity in documentation for joining Linux VMs to identity providers (e.g., Azure AD, LDAP) where applicable.
  • Ensure that instructions and quickstarts are available for both Windows and Linux environments, and alternate the order of presentation to avoid 'windows_first' bias.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased