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 clear Windows bias: it explicitly states that the procedure is for a Windows client, all command-line examples are shown in Windows PowerShell (with Windows file paths and prompts), and there are no Linux/macOS equivalents or instructions. Windows-specific tools and patterns (e.g., saving kubeconfig to C:\Users\<username>\.kube) are used throughout, while Linux users are only briefly acknowledged as possible but not supported in the examples.
Recommendations
  • Add parallel Linux/macOS instructions and examples, including shell commands and typical file paths (e.g., ~/.kube/config).
  • Show command outputs using bash/zsh prompt (e.g., user@host:~$) alongside PowerShell examples.
  • Clarify prerequisites for Linux/macOS clients, including installation steps for kubectl and kubeconfig setup.
  • Avoid using Windows-specific terminology (e.g., 'folder') exclusively; use 'directory' or mention both.
  • Link to cross-platform kubectl installation guides.
  • Explicitly state that the procedure applies to both Windows and Linux/macOS clients, and provide parity in troubleshooting and validation steps.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets