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 page presents platform-specific examples for generating derived device keys using Azure CLI, Windows (PowerShell), Linux (openssl), and C#. However, the Windows/PowerShell example is given before the Linux example, and the PowerShell code is more detailed and prominent. The Azure CLI example is cross-platform, but the narrative mentions Windows and PowerShell before Bash/Linux. There is a slight ordering and emphasis bias toward Windows and PowerShell tools.
Recommendations
  • Present Linux and Windows examples in parallel or alternate their order across documentation sections to avoid implicit prioritization.
  • Ensure equal detail and explanation for both Linux and Windows examples; consider expanding the Linux example to match the PowerShell example's clarity.
  • Explicitly state that Azure CLI commands work equally well on both Linux and Windows at the start of the example section.
  • Consider adding examples for macOS if relevant, or clarify that Linux instructions apply to macOS.
  • Review other sections for subtle language that may prioritize Windows tools or workflows and adjust for parity.
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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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