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
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by listing PowerShell as a primary tool for creating datasets, referencing Windows-centric tools before cross-platform or Linux-native alternatives, and omitting explicit Linux or bash examples. Quickstart and tool references prioritize PowerShell and .NET, which are traditionally Windows-first technologies, without mentioning Linux CLI, Azure CLI, or bash scripting options.
Recommendations
  • Add explicit examples and quickstarts for Linux users, such as using Azure CLI, bash, or Python SDK.
  • List cross-platform tools (REST API, Azure CLI, Python SDK) before or alongside Windows-specific tools like PowerShell and .NET.
  • Include sample commands for dataset creation using Azure CLI and bash scripts.
  • Clarify which tools are cross-platform and provide guidance for Linux/macOS environments.
  • Ensure parity in screenshots and UI instructions for Linux/macOS users where applicable.
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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