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
Summary
The documentation lists Azure PowerShell as a primary method for cluster creation and management, placing it alongside Azure CLI and other cross-platform tools. However, PowerShell is mentioned before cURL and SDKs, and there is no explicit mention of Linux shell scripting or Bash examples. The documentation does not provide Linux-specific command-line examples or highlight Linux-native tools, which may suggest a subtle Windows bias.
Recommendations
  • Add explicit Bash or Linux shell examples for cluster management tasks, especially for creation and customization.
  • Ensure that Linux-native tools (e.g., Bash, SSH, SCP) are mentioned and demonstrated alongside or before PowerShell where appropriate.
  • Clarify cross-platform compatibility for each tool, indicating which are best suited for Linux environments.
  • Consider reordering examples so that cross-platform or Linux-first tools (Azure CLI, Bash, cURL) are listed before Windows-centric tools like PowerShell.
  • Provide links to Linux-specific documentation or tutorials where available.
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets