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
missing_linux_example
windows_first
Summary
The documentation page exhibits a strong Windows bias by exclusively using PowerShell commands and examples (e.g., Connect-AzAccount, Get-AzVM), referencing Windows-centric tools and patterns, and omitting any Linux shell (bash, CLI) equivalents. All troubleshooting steps and code samples are written for PowerShell, with no mention of how to perform these tasks on Linux-based Hybrid Runbook Workers or using Azure CLI/bash. This may hinder Linux users from effectively troubleshooting managed identity issues in Azure Automation.
Recommendations
  • Provide equivalent examples using Azure CLI (az) and bash scripts alongside PowerShell examples for each scenario.
  • Explicitly mention how troubleshooting steps apply to both Windows and Linux Hybrid Runbook Workers.
  • Include notes or sections on differences in managed identity usage between Windows and Linux environments.
  • Add troubleshooting steps and code samples for Linux environments, such as using curl or wget to query the managed identity endpoint.
  • Ensure documentation is platform-neutral by presenting Windows and Linux solutions in parallel, or clarifying when a solution is platform-specific.
GitHub Create Pull Request

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 Clean Clean
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

Flagged Code Snippets