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 strong Windows bias by exclusively using PowerShell scripts and referencing the Azure Portal/Azure Shell (which defaults to PowerShell) for configuration steps. There are no Bash or Linux shell script examples, and the instructions assume use of Windows-centric tools and environments. Azure CLI is mentioned, but only for a few steps, and even then, the context is still within the Azure Shell, which is often used from Windows. There is no guidance for Linux users, nor are Linux-native patterns or tools discussed.
Recommendations
  • Provide equivalent Bash/Linux shell script examples for all PowerShell scripts, especially for steps involving Microsoft Graph and service principal configuration.
  • Explicitly mention that Azure Cloud Shell can be used in Bash mode and provide instructions for switching to Bash.
  • Include guidance for running these steps on Linux/macOS environments, including installation and usage of Azure CLI and Microsoft Graph CLI.
  • Where possible, use cross-platform tools (e.g., Azure CLI, Microsoft Graph CLI) in examples before PowerShell, or at least provide both side-by-side.
  • Add notes or sections highlighting any differences or additional steps required for Linux users.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

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