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
windows_tools
Summary
The documentation page demonstrates a significant Windows bias. All shell and command-line examples use PowerShell syntax, including project creation, file creation, environment variable setting, and program execution. There are no equivalent Linux/macOS shell (bash/sh) examples, and Windows-specific tools and patterns (e.g., New-Item, $Env:) are used exclusively and presented first. This may hinder Linux/macOS users from following the guide without additional research or translation.
Recommendations
  • Provide equivalent bash/sh examples for all PowerShell commands, including Maven project creation, file creation (e.g., touch demo.java), environment variable setting (e.g., export SUBSCRIPTION_KEY=...), and program execution (e.g., java demo.java).
  • When presenting command-line instructions, show both Windows (PowerShell/CMD) and Linux/macOS (bash/sh) variants side-by-side or in tabs.
  • Avoid using Windows-specific tools (e.g., New-Item) without alternatives; use cross-platform commands where possible.
  • Explicitly mention cross-platform compatibility and provide guidance for users on Linux/macOS.
  • Review and update all code snippets and instructions to ensure Linux parity and accessibility.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets