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 Windows bias by providing PowerShell-based examples for generating and retrieving managed identities, referencing Windows-specific command-line conventions (e.g., 'PS C:\>'), and omitting equivalent Linux/bash/CLI examples. PowerShell is presented as the primary or sole scripting tool, and there is no mention of Azure CLI or bash alternatives, which are more common on Linux and cross-platform environments. This may hinder Linux users or those working in non-Windows environments from easily following the instructions.
Recommendations
  • Add Azure CLI/bash examples alongside PowerShell for all operations (e.g., creating, updating, retrieving managed identities).
  • Present cross-platform tools (Azure CLI) before or alongside Windows-specific tools (PowerShell) to avoid Windows-first bias.
  • Explicitly mention that instructions apply to both Windows and Linux, and clarify any platform-specific differences.
  • Include screenshots or terminal output from Linux environments where relevant.
  • Review all code samples and ensure Linux parity by providing equivalent commands and usage patterns.
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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
2025-09-08 00:00 #105 completed 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