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_tools
powershell_heavy
windows_first
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for key configuration steps, but consistently includes PowerShell commands alongside CLI commands. PowerShell is a Windows-centric tool, and its presence may signal a Windows-first approach. There are no explicit Linux/macOS shell examples (e.g., Bash), and PowerShell examples are given equal prominence to CLI, which is cross-platform but still less familiar to many Linux users. No Linux-specific tools, patterns, or troubleshooting steps are mentioned.
Recommendations
  • Clearly indicate that Azure CLI is cross-platform and preferred for Linux/macOS users.
  • Add explicit Bash shell examples for steps involving environment variables and command substitution.
  • Note that PowerShell examples are primarily for Windows users, and provide equivalent Bash commands where possible.
  • Include troubleshooting steps or notes relevant to Linux/macOS environments, especially regarding networking and managed identity propagation.
  • Review the order of examples, listing CLI/Bash first, then PowerShell, to reduce perceived Windows-first bias.
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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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-10 00:00 #107 completed Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Biased Biased
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets