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_first
Summary
The documentation provides both Bash and PowerShell examples for every step, but PowerShell is given equal prominence and detail throughout. In some sections, PowerShell examples are shown immediately after Bash, and the PowerShell syntax is explained in depth. There is no evidence of Windows-only tools or patterns, and all commands use the Azure CLI and Helm, which are cross-platform. However, the presence of PowerShell examples may suggest a slight Windows bias, especially since PowerShell is primarily used on Windows, though it is available cross-platform.
Recommendations
  • Consider clarifying that PowerShell examples are also valid for PowerShell Core on Linux/macOS, to avoid implying Windows exclusivity.
  • Add a brief note at the start of the tutorial explaining that both Bash and PowerShell examples are cross-platform, and that users can choose either based on their environment.
  • If possible, provide a third example for native macOS/Linux shell users (e.g., Zsh), or clarify that Bash examples are suitable for all Unix-like systems.
  • Ensure that Bash examples are shown first in each section, as is currently done, to reinforce Linux parity.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #399 in_progress Biased Biased
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Biased Biased
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Biased Biased
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Biased Biased
2026-02-09 00:00 #359 completed Biased Biased
2026-02-08 00:00 #355 completed Biased Biased
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Clean Clean
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets