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

Bias Types:
⚠️ windows_first
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation page exhibits subtle Windows bias by referencing Windows-specific Azure documentation (e.g., Spot VMs link points to /azure/virtual-machines/windows/spot-vms), using Windows-centric machine types (Standard_D4v3, H16r) in examples, and omitting explicit Linux or cross-platform command-line examples. There are no PowerShell commands, but the lack of Linux-specific examples or references, and the use of Windows terminology and links, indicate a Windows-first approach.
Recommendations:
  • Provide links to both Windows and Linux versions of Azure documentation (e.g., Spot VMs for Linux).
  • Include Linux-specific or cross-platform examples where relevant, such as referencing Linux VM images or using Linux-friendly machine types.
  • Balance terminology and examples to reflect both Windows and Linux environments, especially in areas like custom images, machine types, and configuration.
  • Explicitly mention Linux support and provide sample configurations or commands for Linux-based clusters.
  • Avoid using only Windows-centric documentation links or examples when the product is cross-platform.
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Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean

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