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
missing_linux_example
Summary
The documentation provides detailed examples for Azure PowerShell, REST API, Azure CLI, and GitHub Actions, but PowerShell examples are more extensive and appear before CLI examples in several sections. There are no explicit Linux/macOS shell examples (e.g., Bash), and PowerShell-specific patterns (such as jobs) are described in detail, while CLI usage is covered more briefly. This creates a subtle bias toward Windows/PowerShell users, with Linux/macOS users receiving less guidance, especially for advanced usage.
Recommendations
  • Add Bash and cross-platform shell examples for common tasks, especially for querying and automation.
  • Expand Azure CLI sections to include advanced usage patterns (e.g., background jobs, output parsing) similar to PowerShell coverage.
  • Where PowerShell-specific features (like jobs) are described, provide equivalent CLI or Bash patterns (e.g., using & or nohup for background processes).
  • Ensure CLI examples are presented before or alongside PowerShell examples to signal parity.
  • Explicitly mention that Azure CLI is cross-platform and suitable for Linux/macOS users.
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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
2025-09-07 00:00 #104 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean

Flagged Code Snippets