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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias: all code examples use PowerShell, certificate creation is described only with Windows tools, and installation instructions focus on Windows Management Framework and .msi installers. There are no Linux shell or cross-platform examples, nor any mention of Linux certificate creation or management tools. The workflow assumes a Windows environment throughout, and Linux parity is only referenced in a 'next steps' link, not in the main content.
Recommendations
  • Add equivalent Linux/bash examples for certificate creation (e.g., using openssl).
  • Provide instructions for creating and managing certificates on Linux Batch nodes.
  • Include Azure CLI examples alongside PowerShell for service principal and Key Vault access.
  • Describe how to install necessary libraries/tools on Linux nodes (e.g., Azure CLI, Python SDK).
  • Explicitly mention cross-platform support and note any differences in workflow for Linux nodes.
  • Reorder examples or provide parallel instructions so Windows and Linux users are equally supported.
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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
2026-01-12 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
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets