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 provides both Bash and PowerShell examples for most steps, but PowerShell is given equal prominence throughout, which may signal a Windows bias. There are no Linux-specific examples (e.g., using native Linux tools or shell idioms), and no mention of Linux-specific issues, troubleshooting, or alternative patterns. The use of PowerShell tabs and examples may make the documentation feel Windows-centric, especially since PowerShell is not the default shell on most Linux distributions. There is also a lack of explicit guidance for Linux users, such as handling file paths, permissions, or package management differences.
Recommendations
  • Add explicit Linux troubleshooting notes, such as permissions, file paths, and package installation steps.
  • Clarify that Bash examples are intended for Linux/macOS users and PowerShell for Windows users.
  • Provide guidance for using native Linux tools (e.g., base64, grep, sed) where appropriate.
  • Consider removing PowerShell examples or moving them to a secondary position unless there is a clear user need.
  • Add notes about differences in Azure CLI usage on Linux vs. Windows, such as environment variable syntax and file system locations.
  • Include links to Linux-specific prerequisites (e.g., installing Azure CLI and kubectl on Ubuntu, CentOS, etc.).
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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-13 20:48 #44 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets