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_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias in several ways: Windows-specific tools (PowerShell) are featured with example commands, while equivalent Linux shell commands are missing; references to configuring managed identities on Windows VMs are given before Linux VM equivalents; and Azure CLI and PowerShell are both shown, but no Bash or Linux shell scripting examples are included. Portal screenshots and instructions are platform-neutral, but the command-line guidance and code samples lean toward Windows environments.
Recommendations
  • Add explicit examples for configuring managed identities on Linux VMs, with links to relevant documentation.
  • Provide Bash or Linux shell scripting equivalents for PowerShell commands, especially for resource creation and configuration.
  • Include Linux-focused CLI usage patterns, such as environment variable export via 'export' rather than 'Set-EnvironmentVariable'.
  • Ensure that SDK usage examples (e.g., authentication with environment variables) show both Windows and Linux methods.
  • Where PowerShell is used, add a corresponding Bash/CLI example and clarify platform applicability.
  • Review the order of presenting platform-specific instructions to avoid Windows-first bias; present cross-platform or Linux instructions first or side-by-side.
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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