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
Summary
The documentation demonstrates a mild Windows bias by prioritizing the Azure portal (a web UI most closely associated with Windows workflows) for role assignment and registration steps, and by referencing .NET samples before Java samples. There is also a subtle preference for Windows-centric tools and patterns, such as the Azure portal and .NET libraries, with less emphasis on Linux-native workflows or command-line automation. However, the page does mention Azure CLI and REST API in the related content, and includes Java samples, which helps mitigate the bias.
Recommendations
  • Provide explicit Linux command-line examples (using Azure CLI) for application registration, role assignment, and authentication flows, alongside or before portal-based instructions.
  • Include sample code and walkthroughs in additional languages commonly used on Linux (e.g., Python, Node.js), and reference them equally with .NET and Java.
  • When referencing tools for role assignment, list Azure CLI and REST API before or alongside Azure PowerShell and portal instructions.
  • Add a section or callout specifically addressing Linux developers, highlighting parity in tooling and workflows.
  • Ensure that screenshots and UI walkthroughs are complemented by equivalent CLI/script examples for automation and headless 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
2025-08-29 00:01 #95 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased