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
windows_tools
Summary
The documentation page presents three main methods for submitting Hadoop jobs: .NET SDK, curl, and PowerShell. The inclusion of .NET SDK and PowerShell as primary options reflects a Windows-centric approach, as both are traditionally Windows-first technologies. PowerShell is a Windows-native tool, and the .NET SDK is closely associated with Windows development environments. There are no explicit Linux shell or Bash examples, nor are Linux-native tools (such as Bash scripts or Linux CLI utilities) mentioned. The ordering (.NET SDK, curl, PowerShell) also places Windows-oriented tools before more cross-platform options.
Recommendations
  • Add examples using Bash scripts or Linux shell commands for submitting Hadoop jobs.
  • Include references to Linux-native tools (e.g., using wget, or direct REST API calls via Bash).
  • Reorder the methods to present cross-platform options (like curl) before Windows-specific ones.
  • Explicitly state platform compatibility for each method, clarifying which are available on Linux and which are Windows-specific.
  • Provide parity in documentation links and examples for both Linux and Windows users.
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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