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
windows_tools
Summary
The documentation page demonstrates a strong Windows bias by providing detailed PowerShell examples and a full PowerShell script in the appendix, while omitting equivalent Linux/bash examples. The use of Windows-centric tools (PowerShell, .NET SDK) is emphasized, and the order of presentation puts Windows methods first. There is only a passing reference to Linux-based customization via Script Actions, with no concrete examples or guidance for Linux users.
Recommendations
  • Add equivalent bash or shell script examples for customizing HDInsight clusters using bootstrap on Linux.
  • Provide guidance and code samples for using Azure CLI, which is cross-platform, alongside PowerShell.
  • Include links and examples for Linux-based tools and workflows, such as using Script Actions directly in the main content, not just in 'See also'.
  • Reorder sections to present cross-platform or Linux-native methods (e.g., ARM templates, Azure CLI, Script Actions) before or alongside Windows-specific methods.
  • Explicitly state which methods are platform-agnostic and which are Windows-specific, helping users choose the right approach for their environment.
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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
2026-01-11 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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets