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_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits Windows bias primarily in the 'Customize HDInsight configs using Bootstrap' section, where only a PowerShell example using the AZ module is provided for cluster configuration. There is no equivalent example for Linux users (e.g., Bash/CLI/ARM template), and the use of PowerShell and Windows-centric Azure tools is emphasized. Additionally, Windows tools and patterns (PowerShell, AZ module) are mentioned before any Linux alternatives, and Linux-specific instructions are missing in key configuration sections.
Recommendations
  • Provide equivalent Linux/Bash examples for cluster configuration, such as using Azure CLI or ARM templates.
  • Include instructions for managing HDInsight clusters using Linux-native tools and scripts, not just PowerShell.
  • Ensure that examples and tooling references are presented in parallel for both Windows and Linux users.
  • Add explicit guidance for Linux users in sections where only Windows/PowerShell instructions are given.
  • Review other sections for subtle Windows-first language or tool references and balance with Linux alternatives.
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 Biased Biased

Flagged Code Snippets