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
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from specialized images, but PowerShell examples are notably more verbose and detailed, including full network setup and VM configuration. CLI examples are shorter and less comprehensive. PowerShell is a Windows-centric tool, and its prominence and depth in the documentation may create friction for Linux/macOS users. Additionally, PowerShell examples are often shown immediately after CLI, which can subtly reinforce Windows-first patterns.
Recommendations
  • Expand Azure CLI examples to include full VM/network setup, matching the detail level of PowerShell examples.
  • Explicitly mention that Azure CLI is cross-platform and preferred for Linux/macOS users.
  • Consider including Bash scripts or references to native Linux tools where relevant.
  • Ensure that CLI and PowerShell examples are equally comprehensive and placed with equal prominence.
  • Add a note clarifying that PowerShell examples are primarily for Windows users, while CLI is suitable for all platforms.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets