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 moderate Windows bias, particularly in the CLI section for cloud-based solutions, where PowerShell is presented before Azure CLI and receives more detailed coverage. PowerShell examples and references are prominent, and there is mention of 'PowerShell functions for IoT Edge for Linux on Windows,' which is a Windows-specific tool. While Azure CLI is covered and suitable for Linux, the ordering and emphasis favor Windows/PowerShell tools, and Linux-specific patterns or shell examples are not highlighted.
Recommendations
  • Present Azure CLI examples before PowerShell in all sections, especially for cloud-based solutions, to reflect its cross-platform nature.
  • Ensure parity in example depth and links between PowerShell and Azure CLI, including explicit Linux shell usage where relevant.
  • Add references or examples for Linux-native tools or workflows (e.g., bash scripts, systemd integration for IoT Edge).
  • Remove or clarify Windows-specific tool mentions (e.g., 'IoT Edge for Linux on Windows') to avoid confusion and ensure Linux users are not overlooked.
  • Consider a dedicated section or callout for Linux users, summarizing recommended management approaches and tools.
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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