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 for adding users to Ambari using both PowerShell and curl/bash. However, the PowerShell example is presented before the Linux-friendly curl/bash example, and the PowerShell section is more detailed and prominent. This ordering and emphasis may suggest a bias towards Windows users and workflows, especially since PowerShell is primarily a Windows tool (though available on Linux, it is far less common in Linux environments). There are no Linux-specific CLI examples (e.g., using native Linux tools or shell scripts beyond curl), and the documentation does not mention Linux-first patterns or tools.
Recommendations
  • Present Linux/bash/curl examples before PowerShell examples to better support Linux users, who are the majority for Apache Ambari/Hadoop.
  • Add native Linux CLI examples (e.g., using wget, shell scripts, or Ambari CLI if available) to improve parity.
  • Clearly indicate that PowerShell is available on Linux, but is not the default shell, and provide guidance for Linux users.
  • Ensure that any Windows-specific instructions are matched with Linux equivalents, and avoid assuming Windows as the default environment.
  • Consider adding a table or section comparing Windows and Linux approaches for common tasks.
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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