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
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias by providing only Windows-based code examples (e.g., using 'cmd /c' and Windows environment variable formats), referencing Windows VM images first and exclusively in code, and omitting equivalent Linux shell or environment variable usage examples. Windows-specific tools and patterns (such as referencing 'cmd /c' and Windows path conventions) are presented without Linux alternatives, and Windows node configuration is shown before mentioning Linux differences.
Recommendations
  • Provide parallel Linux examples for all code snippets, including task command lines using bash/sh and Linux path conventions.
  • Show how to configure pools with Linux VM images (e.g., Ubuntu) in code samples, not just Windows.
  • Explicitly mention and demonstrate Linux environment variable usage and formatting in code, including how to reference installed applications in Linux tasks.
  • Balance the order of presentation so that Linux and Windows are treated equally (e.g., alternate examples or provide both side-by-side).
  • Reference Linux-specific considerations, such as file permissions, shell differences, and package extraction commands, where relevant.
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Scan History

Date Scan Status Result
2026-01-18 00:00 #266 completed Biased Biased
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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets