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
windows_tools
Summary
The documentation page demonstrates a Windows bias in several ways. The bulk of the scripted automation example is provided only in PowerShell, which is a Windows-centric tool, and the script is explicitly described as updating Windows VMs. There is no equivalent Bash or shell script for Linux automation. In manual update instructions, PowerShell is presented first and in greater detail, with CLI examples following. The documentation also references Windows tools and patterns (e.g., PowerShell, Windows VM detection) more frequently and with more depth than Linux equivalents.
Recommendations
  • Provide a Bash or shell script example for bulk updating the Network Watcher extension on Linux VMs, similar to the PowerShell script for Windows.
  • Ensure that CLI examples are presented before or alongside PowerShell examples to avoid Windows-first ordering.
  • Where PowerShell is used, clarify cross-platform availability or provide alternatives for Linux users (e.g., Azure CLI, Bash).
  • Balance screenshots and walkthroughs to show both Linux and Windows environments.
  • Explicitly mention and demonstrate Linux-specific troubleshooting or update patterns 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 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

Flagged Code Snippets