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 consistently presents Windows-centric tools (PowerShell) before cross-platform alternatives (Azure CLI), and all command-line examples are given only for PowerShell and Azure CLI. There are no explicit Linux shell (bash) examples, nor are there references to Linux-specific patterns or tools. The structure and language reinforce a Windows-first approach, with PowerShell commands and terminology featured prominently and sometimes described before CLI equivalents.
Recommendations
  • Present Azure CLI (cross-platform) examples before PowerShell, or at least alternate the order to avoid Windows-first bias.
  • Add explicit bash shell examples for Azure CLI commands, demonstrating usage in a Linux environment (e.g., variable assignment, piping, jq usage for JSON parsing).
  • Clarify that Azure CLI is cross-platform and can be used on Windows, Linux, and macOS.
  • Where PowerShell-specific features or syntax are discussed, provide equivalent bash/Linux shell guidance.
  • Include notes or sections on Linux-specific considerations, such as authentication, environment setup, or scripting best practices.
  • Review screenshots and output examples to ensure they are not exclusively from Windows environments.
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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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets