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_tools
windows_first
Summary
The documentation is heavily PowerShell-centric, requiring PowerShell on all platforms (Windows, Linux, macOS) to use the ARM template test toolkit. Windows installation instructions are presented first, and all usage examples (including CI/CD pipeline integration) rely exclusively on PowerShell commands and modules. There is no mention of native Linux shell alternatives, nor are there Bash or other Linux-native scripting examples. The toolkit itself is described as a set of PowerShell scripts, which inherently favors Windows environments and workflows.
Recommendations
  • Provide Bash or shell script examples for Linux users, where possible, or clarify if PowerShell is the only supported method.
  • Explicitly state that the toolkit is PowerShell-only and discuss any limitations or alternatives for users who prefer native Linux tools.
  • Consider developing or recommending cross-platform wrappers or CLI tools that do not require PowerShell, to improve accessibility for Linux users.
  • Reorder installation instructions to present Linux and macOS before Windows, or present all platforms in parallel to avoid Windows-first bias.
  • Add troubleshooting and environment setup guidance specific to Linux (e.g., common issues with PowerShell on Linux, permissions, dependencies).
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 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
2025-08-24 00:00 #90 cancelled Biased Biased
2025-07-24 00:00 #59 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets