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
windows_tools
windows_first
Summary
The documentation page demonstrates some Windows bias, particularly in the 'For testing purposes only' section, where PowerShell scripts are mentioned before Bash scripts for certificate generation. Windows-oriented tools (PowerShell) are referenced explicitly, and while Bash is also mentioned, the ordering and emphasis favor Windows. There are no explicit Linux-only examples, and the Azure CLI (cross-platform) is used elsewhere, but Windows patterns (PowerShell) are given prominence in key areas.
Recommendations
  • Ensure that Bash and Linux tools/scripts are mentioned and demonstrated with equal prominence and ordering as PowerShell equivalents.
  • Provide explicit Linux/macOS examples for certificate generation and device authentication, not just mention Bash scripts.
  • Where possible, use cross-platform tools (e.g., OpenSSL, Azure CLI) in examples and highlight their usage on both Windows and Linux.
  • Add a section or callouts for Linux/macOS users, clarifying any platform-specific steps or differences.
  • Review all sample code and utilities to ensure parity between Windows and Linux, and avoid defaulting to Windows-first patterns.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets