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
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias by frequently referencing Windows-based environments first, providing detailed instructions for Windows tools (Visual Studio, PowerShell), and using Windows command prompts as the default for most programming language pivots. Linux alternatives are mentioned but often as secondary options or with less detail. Some sections (especially C development) are heavily oriented toward Visual Studio and Windows workflows, with Linux instructions relegated to external links or brief notes. PowerShell is given as the main scripting example for Windows, while Linux uses openssl/bash, but the Windows example appears before the Linux one. The overall structure and language reinforce Windows as the primary platform, with Linux support presented as an afterthought.
Recommendations
  • Present Linux and Windows instructions with equal prominence, ideally side-by-side or in parallel tabs.
  • For each programming language, provide explicit Linux setup and build instructions (e.g., using gcc/make for C, mono for C#, bash for scripting) within the main documentation, not just in external links.
  • Avoid phrases like 'This tutorial is oriented toward a Windows-based workstation' and instead state cross-platform compatibility up front.
  • Include Linux-first or at least Linux-equal examples for command-line operations, environment setup, and SDK usage.
  • Reference Linux tools (e.g., gcc, g++, make, bash, openssl) with the same level of detail as Windows tools (Visual Studio, PowerShell).
  • Ensure that screenshots, sample outputs, and code snippets reflect both Windows and Linux environments.
  • Where possible, use platform-neutral commands (e.g., Azure CLI, Python, Node.js) and clarify any OS-specific differences.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-08-17 00:01 #83 cancelled Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets