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 step-by-step instructions for Azure portal, Azure PowerShell, and Azure CLI for all major operations. However, PowerShell examples are consistently presented before CLI examples, and PowerShell is a Windows-centric tool. There is no explicit mention of Linux-specific tools or shell scripting, nor are there any Bash script examples beyond basic CLI usage. The documentation does not reference Linux environments, nor does it discuss cross-platform considerations, which may implicitly favor Windows users due to the prominence and ordering of PowerShell instructions.
Recommendations
  • Alternate the order of PowerShell and CLI examples, or present CLI examples first to avoid implicit Windows-first bias.
  • Explicitly mention that Azure CLI works natively on Linux, macOS, and Windows, and provide guidance for Linux users where relevant.
  • Include sample Bash scripts or automation workflows for Linux users, especially for multi-step operations.
  • Add a brief section or note on cross-platform usage, clarifying that all CLI commands are fully supported on Linux and macOS.
  • Where PowerShell is used for scripting, offer equivalent Bash or shell script snippets for Linux users.
  • Reference Linux-specific troubleshooting tips or environment setup where appropriate.
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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

Flagged Code Snippets