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
Summary
The documentation page demonstrates a bias toward Windows by providing only PowerShell command examples (with no Azure CLI, Bash, or Linux-native equivalents), referencing Windows-specific remote management (Remote Desktop and remote PowerShell) before mentioning SSH for Linux, and linking to Windows VM architecture before any Linux VM equivalent. Linux tools and workflows are underrepresented or omitted.
Recommendations
  • Provide Azure CLI and Bash examples alongside PowerShell commands for all resource management tasks.
  • When discussing remote management, mention SSH for Linux VMs before or alongside RDP/PowerShell for Windows VMs.
  • Include links to both Windows and Linux VM reference architectures, or use a neutral example.
  • Ensure migration and deployment instructions reference both PowerShell and CLI methods equally, and provide parity in documentation for Linux and Windows scenarios.
  • Add explicit Linux-focused examples and scenarios, especially where differences in deployment or management exist.
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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 Clean Clean

Flagged Code Snippets