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
Summary
The documentation page demonstrates a Windows bias by repeatedly mentioning PowerShell as a primary automation method and example, listing PowerShell before CLI and other cross-platform tools, and providing workflow examples that center on PowerShell and Azure Automation Runbooks (which are often Windows-centric). There are no explicit Linux shell (bash) or cross-platform CLI examples, and no mention of Linux-specific patterns or considerations. The video walkthroughs also appear to focus on PowerShell-based workflows.
Recommendations
  • Add explicit bash/CLI examples alongside PowerShell for each automation scenario.
  • When listing automation methods, alternate or randomize the order, or explicitly state both Windows and Linux options.
  • Include Linux-centric automation workflows, such as using bash scripts, cron jobs, or Linux-native tools in conjunction with Azure CLI.
  • Provide sample code snippets for both PowerShell and bash/CLI in key sections.
  • Clarify which automation methods are cross-platform and highlight any differences in usage or capabilities between Windows and Linux.
  • Ensure video walkthroughs or linked resources include Linux/CLI demonstrations.
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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
2026-01-12 00:00 #243 cancelled 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
2025-08-18 00:00 #84 cancelled Biased Biased
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased