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
Summary
The documentation page demonstrates Windows bias primarily by referencing PowerShell scripts as the example for cluster provisioning and deletion automation, and by mentioning Azure Automation (a Windows-centric tool) as the scheduling solution. There are no equivalent Linux shell script or cron job examples, and Windows/PowerShell approaches are mentioned first and exclusively in the automation context.
Recommendations
  • Provide Linux shell script examples for cluster provisioning and deletion alongside PowerShell scripts.
  • Mention and link to Linux-native scheduling options such as cron or systemd timers in addition to Azure Automation.
  • Ensure that automation and scripting sections include both Windows and Linux approaches, with parity in detail and prominence.
  • Review other sections for implicit Windows-first assumptions and add explicit Linux guidance where applicable.
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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