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 moderate Windows bias. PowerShell is listed as a primary tool for creating datasets, both in the 'Create datasets' section and in the Quickstarts, with no mention of Linux/macOS equivalents such as Azure CLI or Bash scripting. Windows-centric tools and patterns (PowerShell, .NET) are mentioned before cross-platform options (REST API, Azure portal), and there are no examples or guidance for Linux users. This may create friction for users on non-Windows platforms.
Recommendations
  • Add Azure CLI and Bash scripting examples for dataset creation, as these are cross-platform and widely used on Linux/macOS.
  • In the 'Create datasets' and Quickstarts sections, mention Azure CLI and REST API before or alongside PowerShell and .NET to avoid Windows-first ordering.
  • Explicitly state which tools are cross-platform and provide links to their documentation.
  • Consider adding a note or section for Linux/macOS users, clarifying supported tools and providing parity in examples.
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