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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits a Windows bias in several ways: Windows is presented as the default development environment, with references to Windows-specific features (e.g., Docker Desktop for Windows, nested virtualization, Windows paths in examples), and Windows installation instructions are listed before Linux/macOS equivalents. There is frequent mention of PowerShell, command prompt, and Windows environment variable patterns, while Linux-specific instructions (e.g., for Docker, environment variables, and file paths) are less emphasized or only mentioned as alternatives. The tutorial uses Windows-centric terminology and examples, and Linux equivalents are sometimes missing or only referenced in passing.
Recommendations
  • Present Linux and macOS instructions and examples alongside Windows, not after or as alternatives.
  • Use cross-platform file paths (e.g., ~/dev/iotedgesolution or /home/user/dev/iotedgesolution) in examples, or provide both Windows and Linux/macOS versions.
  • Include explicit Linux/macOS command-line examples for all steps, especially for environment variable setup, Docker installation, and directory creation.
  • Avoid Windows-centric terminology (e.g., 'command prompt', '%APPDATA%') without providing Linux equivalents (e.g., 'terminal', '~/.local/bin').
  • Highlight Linux as a first-class development environment, not just as the target device OS.
  • Add troubleshooting steps specific to Linux/macOS environments.
  • Ensure that all language-specific instructions (C#, C, Java, Node.js, Python) include Linux/macOS details where relevant.
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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
2025-08-22 00:01 #88 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
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