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 exhibits a Windows-first bias in several areas. The tutorial explicitly states that it uses a Windows computer for examples, with Linux/macOS differences only occasionally noted. Windows-specific tools and patterns (e.g., Docker Desktop for Windows, Windows paths in CLI examples, references to PowerShell/Command Prompt, and links to Windows virtualization documentation) are mentioned before or more prominently than their Linux equivalents. Some commands and environment variable instructions use Windows conventions first or exclusively, and Linux-specific setup steps are less detailed or deferred to external links. There is limited direct guidance for Linux users, and Linux tools or workflows are not presented with equal prominence.
Recommendations
  • Provide parallel, equally detailed Linux and macOS instructions and examples throughout the tutorial, not just as side notes or external links.
  • Use neutral language and paths in CLI examples (e.g., use $HOME/dev/iotedgesolution or ~/dev/iotedgesolution alongside c:\dev\iotedgesolution).
  • Include Linux-first sections or pivots, especially for container engine installation, environment variable setup, and CLI usage.
  • Add explicit Linux shell commands (bash/zsh) and troubleshooting steps for common Linux issues (e.g., permissions, Docker group membership).
  • Reference Linux documentation and patterns before or alongside Windows equivalents, especially for virtualization, Docker installation, and environment variables.
  • Ensure all environment variable and path instructions include both Windows and Linux/macOS formats.
  • Highlight Linux-native tools (e.g., Podman, Docker CE, systemd) where appropriate, not just Docker Desktop for Windows.
  • Make it clear that the tutorial is equally applicable to Linux/macOS development environments, not just Windows.
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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