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 provides examples and guidance for using script actions in Azure HDInsight clusters, but consistently lists Windows-centric tools (Azure PowerShell, .NET SDK) before Linux-friendly options (Azure CLI, REST API). PowerShell examples are more detailed and appear before CLI examples, and output snippets use PowerShell cmdlets. There is a lack of parity in example depth and order, favoring Windows tools and workflows.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples to better support Linux users.
  • Expand CLI examples to match the detail and output shown in PowerShell sections.
  • Include REST API and Bash scripting examples where appropriate, especially for automation scenarios.
  • Clarify that script actions are Bash scripts and highlight Linux-native workflows and tools.
  • Balance the order of tool presentation (CLI, PowerShell, SDK) to avoid implicit prioritization of Windows tools.
  • Add troubleshooting and usage notes specific to Linux environments.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
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