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
powershell_heavy
missing_linux_example
windows_tools
windows_first
Summary
The documentation provides only a PowerShell script for monitoring Azure AD B2C directory quota, with no equivalent example for Linux or cross-platform tools. PowerShell is a Windows-centric tool, and its exclusive use suggests a bias towards Windows users. There is no mention of alternatives such as Bash, curl, or Python, which are commonly used on Linux and macOS. The instructions and examples are presented from a Windows-first perspective, potentially excluding or inconveniencing administrators using other platforms.
Recommendations
  • Add equivalent examples using Bash and curl for Linux/macOS users to obtain the access token and call the Microsoft Graph API.
  • Provide a cross-platform example using Python (requests library) to demonstrate how to perform the same API calls.
  • Explicitly mention that the steps can be performed on any OS, and link to platform-specific instructions where appropriate.
  • Consider including a table or section comparing methods for Windows (PowerShell), Linux (Bash/curl), and cross-platform (Python).
GitHub Create Pull Request

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
2026-01-12 00:00 #243 cancelled 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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-13 00:00 #110 completed Biased Biased
2025-08-13 00:00 #79 cancelled Clean Clean
2025-07-13 21:17 #46 cancelled Biased Biased
2025-07-13 20:48 #44 cancelled Clean Clean
2025-07-13 20:32 #43 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets