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

Bias Types:
⚠️ windows_first
⚠️ missing_linux_example
Summary:
The documentation demonstrates a subtle Windows bias by exclusively referencing the Azure portal (a web UI) for role assignment and management, which is most commonly associated with Windows-centric workflows. There are no command-line examples (such as Azure CLI, PowerShell, or Bash) for Linux users, nor are there references to Linux tooling or patterns. The absence of CLI-based instructions or explicit Linux parity may hinder users who prefer or require non-GUI, cross-platform, or automation-friendly approaches.
Recommendations:
  • Add Azure CLI examples for role assignment and management, which work cross-platform (Windows, Linux, macOS).
  • Include Bash or shell script examples for token acquisition and MQTT connection, demonstrating Linux-friendly workflows.
  • Explicitly mention that the Azure portal is web-based and accessible from any OS, but provide alternative instructions for users who prefer command-line or automated approaches.
  • Where possible, provide PowerShell and CLI examples side by side, or default to CLI for maximum cross-platform compatibility.
  • Reference Linux tools (such as curl, mosquitto_pub/sub) for MQTT interactions in addition to any Windows-centric tools.
GitHub Create pull request

Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean