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
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. While it is focused on the Azure CLI (which is cross-platform), several patterns indicate a preference for Windows environments: Cloud Shell (which is Linux-based) is mentioned, but file upload instructions and screenshots are tailored to Cloud Shell's browser interface, which is most familiar to Windows users. There are explicit notes about escaping characters in Bash and PowerShell, but PowerShell-specific issues are mentioned after Bash, and no Linux-specific shell examples (e.g., zsh, fish) are provided. The sample models are from a C# project, which is more common in Windows development. There are no explicit Linux tool references or examples, and the documentation does not provide parity for Linux desktop workflows (e.g., using native Linux file managers, editors, or command-line utilities).
Recommendations
  • Add explicit Linux shell examples (e.g., zsh, fish) and clarify escaping requirements for those environments.
  • Provide instructions and screenshots for uploading files using Linux desktop tools (e.g., Nautilus, Dolphin) and command-line utilities (e.g., scp, wget, curl).
  • Include references to Linux-native editors (e.g., nano, vim, gedit) when instructing users to edit JSON files.
  • Balance PowerShell-specific notes with Bash and other Linux shell notes, and ensure Linux instructions are presented before or alongside Windows instructions.
  • Offer parity for Linux desktop workflows, such as using the Azure CLI directly in a Linux terminal, and clarify any differences in file paths or environment setup.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets