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_tools
powershell_heavy
windows_first
Summary
The documentation page lists Azure PowerShell as a primary method for cluster creation and management, and includes it before Linux-native equivalents (such as Azure CLI and cURL). Windows tools (PowerShell) are mentioned explicitly, while Linux-specific tools or shell examples are less emphasized. Although Linux-based clusters are referenced, the documentation does not provide parity in example depth or ordering for Linux users.
Recommendations
  • Ensure Linux-native tools (Azure CLI, cURL, Bash scripts) are listed before or alongside Windows tools like PowerShell.
  • Provide explicit Bash or shell script examples for common management tasks, not just PowerShell.
  • Clarify which examples are platform-agnostic and which are Windows-specific.
  • Add notes or sections highlighting Linux workflows, especially for cluster management and customization.
  • Balance the ordering and depth of examples so Linux and Windows users have equal guidance.
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