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
Summary
The documentation presents platform-specific examples for generating derived device keys in a tabbed format, but the Windows/PowerShell example is listed before the Linux/openssl example. The Windows/PowerShell example is more verbose and detailed, which may suggest a slight preference for Windows tooling and patterns. However, Linux parity is maintained with an openssl example, and the Azure CLI example is noted as cross-platform. There is no outright omission of Linux instructions, but the ordering and depth of Windows examples indicate mild Windows bias.
Recommendations
  • List platform examples in alphabetical order (e.g., Azure CLI, CSharp, Linux, Windows) or place cross-platform tools first to avoid implicit prioritization.
  • Ensure that Linux examples are as detailed and explanatory as Windows/PowerShell examples, including troubleshooting tips or common pitfalls.
  • Explicitly state that all examples are equivalent and supported, and clarify cross-platform compatibility for each method.
  • Consider adding a Python or Bash script example for Linux users who may not use openssl directly.
  • Review other sections for similar ordering or depth disparities and standardize example presentation.
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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 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

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