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_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by prominently featuring PowerShell as a primary automation tool, listing it before REST API and omitting Linux-native alternatives (such as Azure CLI or Bash scripting). There are no Linux-specific examples or references to cross-platform tooling, and the quickstart and creation sections prioritize Windows-centric tools and workflows.
Recommendations
  • Add Azure CLI examples and quickstarts alongside PowerShell, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Include Bash scripting or shell-based automation examples for dataset creation and management.
  • When listing tools or SDKs, present cross-platform options (e.g., Azure CLI, REST API) before or alongside Windows-specific tools like PowerShell.
  • Explicitly mention that all features are available on Linux and macOS, and provide links to relevant Linux documentation.
  • Ensure screenshots and UI walkthroughs do not assume a Windows environment (e.g., avoid Windows-only UI elements or terminology).
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets