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_tools
windows_first
Summary
The documentation page is generally cross-platform, focusing on Python and the Azure Python SDK, which work on Windows, Linux, and macOS. However, in the 'Next steps' section, it exclusively references Azure PowerShell and Az.LabServices cmdlets—Windows-centric tools—without mentioning Linux/macOS equivalents (such as Azure CLI). Additionally, PowerShell is mentioned before any cross-platform alternatives, suggesting a subtle 'windows_first' bias.
Recommendations
  • Include references to Azure CLI commands for managing lab plans and resources, as Azure CLI is cross-platform.
  • Add explicit notes or links for Linux/macOS users on how to perform equivalent tasks using Azure CLI or REST API.
  • Reorder or balance the 'Next steps' section to mention cross-platform tools (Azure CLI) before or alongside PowerShell.
  • Clarify that the Python SDK examples work on all major platforms.
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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets