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 and PowerShell bias. All code examples are provided exclusively in PowerShell, with no equivalent Bash, CLI, or Linux-native instructions. Windows-specific tools and patterns (such as .msi installers, Windows Management Framework, and PowerShell cmdlets) are referenced throughout, and there is no guidance for Linux users on how to generate certificates, install required libraries, or access Azure Key Vault from Linux-based Batch nodes.
Recommendations
  • Provide equivalent Bash/Azure CLI examples for certificate creation, service principal setup, and Key Vault access.
  • Include instructions for installing required Azure libraries (e.g., Azure CLI, Azure SDK for Python) on Linux Batch nodes.
  • Mention Linux-compatible certificate management tools (e.g., openssl) alongside PowerShell alternatives.
  • Clarify any differences in workflow or prerequisites for Linux nodes, such as file paths, environment setup, and authentication methods.
  • Ensure that Linux examples are presented with equal prominence and detail as Windows/PowerShell examples.
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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

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