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 consistently provides both Azure CLI and Azure PowerShell examples for each query, but PowerShell is a Windows-centric tool and is featured equally alongside CLI. There are no Linux-specific shell examples (e.g., Bash, shell scripting), nor is there mention of Linux-native tools or patterns. The ordering of examples is generally Azure CLI first (cross-platform), then PowerShell (Windows), but the presence of PowerShell throughout and lack of Linux shell examples indicates a subtle Windows bias.
Recommendations
  • Add explicit Bash/shell script examples for each query to demonstrate Linux parity.
  • Clarify that Azure CLI commands work natively on Linux, macOS, and Windows, and provide platform-specific notes if needed.
  • Consider including examples using other cross-platform tools (e.g., REST API via curl, Python SDK) to further reduce Windows bias.
  • If PowerShell is included, note that PowerShell Core is available on Linux/macOS, but provide native shell alternatives for Linux users.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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 Clean Clean
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 Clean Clean

Flagged Code Snippets