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. PowerShell examples are provided alongside Azure CLI and portal instructions, but PowerShell is often presented before Azure CLI. The use of PowerShell and references to PowerShell modules (Az.KeyVault) are inherently Windows-centric, as PowerShell is most commonly used on Windows. Screenshots and step-by-step instructions are focused on the Azure portal, which is platform-agnostic but often associated with Windows workflows. There are no explicit Linux shell (bash) examples, nor is there mention of Linux-specific tooling or patterns. The documentation does not address Linux users directly or provide parity for Linux-native command-line environments beyond Azure CLI.
Recommendations
  • Add explicit bash shell examples for key operations, especially for users who prefer native Linux tools.
  • Clarify that Azure CLI commands work cross-platform and provide any necessary setup instructions for Linux environments.
  • Reorder code tabs so that Azure CLI appears before PowerShell, or alternate the order to avoid implicit prioritization.
  • Mention that PowerShell Core is available on Linux and macOS, if PowerShell examples are retained, to reduce the perception of Windows exclusivity.
  • Include notes or links for Linux users regarding authentication, environment setup, and common troubleshooting scenarios.
  • Where screenshots are used, consider including examples from Linux desktop environments or terminal outputs.
GitHub Create Pull Request

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 Clean Clean
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean

Flagged Code Snippets