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
Summary
The documentation page demonstrates a Windows bias by listing PowerShell as a primary tool for creating datasets, both in the 'Create datasets' section and in the Quickstarts, without mentioning Linux-specific tools or providing CLI/bash examples. PowerShell is a Windows-centric tool, and its prominence suggests a preference for Windows environments. There are no Linux shell (bash) or cross-platform CLI examples, nor is the Azure CLI (which is cross-platform) mentioned. The ordering of tools (PowerShell before REST API and Azure portal) further reinforces the Windows-first approach.
Recommendations
  • Add Azure CLI examples for creating datasets, as Azure CLI is cross-platform and widely used on Linux.
  • Include bash shell script examples or references for Linux users.
  • Reorder the list of tools and quickstarts to avoid placing PowerShell first; consider alphabetical or usage-based ordering.
  • Explicitly mention that all SDKs and APIs are available on Linux and macOS, not just Windows.
  • Provide links to Linux-specific documentation or quickstarts where available.
GitHub Create Pull Request

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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets