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 page demonstrates a moderate Windows bias. While it mentions both PowerShell and Bash for deployment scripts, it emphasizes PowerShell in tooling (arm-ttk test kit is only available as a PowerShell script), lists PowerShell before Azure CLI in deployment options, and highlights Windows-centric authoring tools (Visual Studio, Visual Studio Code) without mentioning Linux-native alternatives. There are no explicit Linux command-line examples, and some tools (like arm-ttk) are not presented with Linux usage guidance.
Recommendations
  • Provide equal prominence to Azure CLI and Bash examples alongside PowerShell, especially in sections discussing deployment scripts and testing.
  • Clarify if arm-ttk and other PowerShell-based tools can be run cross-platform (e.g., via PowerShell Core on Linux/macOS), and provide Linux installation/use instructions if possible.
  • Include Linux-native or cross-platform authoring tools (e.g., mention that Visual Studio Code is available on Linux/macOS, or suggest other editors).
  • When listing deployment options, alternate the order or explicitly state that all options are cross-platform.
  • Add explicit Linux/Bash command-line examples where relevant, especially in sections discussing deployment, validation, and testing.
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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
2026-01-12 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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets