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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias in several ways: PowerShell is the only command-line example given, with no Azure CLI or Linux shell equivalents. Windows tools and patterns (such as remote desktop and remote PowerShell traffic) are mentioned before Linux alternatives (SSH), and the example diagrams and links focus on Windows VMs. The migration guidance and next steps also prioritize PowerShell over cross-platform tools, and there is a lack of Linux-specific examples or parity in instructions.
Recommendations
  • Include Azure CLI and Bash examples alongside PowerShell commands for all resource management operations.
  • Ensure that Linux-specific scenarios (such as SSH access, Linux VM deployment, and migration) are described with equal detail and prominence as Windows scenarios.
  • Add links to Linux VM reference architectures and migration guides, not just Windows VM resources.
  • When listing remote access methods, mention SSH for Linux before or alongside RDP/PowerShell for Windows.
  • Balance the use of Windows-centric terminology and tools with cross-platform alternatives throughout the documentation.
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
2026-01-12 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