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 exhibits a strong Windows and PowerShell bias. Nearly all code examples and procedural steps use PowerShell, with no Bash, CLI, or Linux-native scripting alternatives. Windows tools and paths are referenced first or exclusively, and Linux equivalents are mentioned only briefly or as afterthoughts. There are no examples using Azure CLI, Bash, or Linux shell scripting for key tasks such as enabling managed identity, assigning roles, or authenticating. The REST API and ARM template sections also rely on PowerShell for invocation, further reinforcing the Windows-centric approach.
Recommendations
  • Add Azure CLI examples for all major operations (enabling managed identity, assigning roles, authenticating, etc.).
  • Provide Bash or shell script equivalents for REST API calls and ARM template deployments.
  • Include Linux-native instructions and examples (e.g., using curl, jq, az CLI) alongside PowerShell.
  • Present Linux and Windows instructions in parallel or alternate their order to avoid Windows-first bias.
  • Reference Linux file paths and tools equally when discussing Hybrid Runbook Worker version checks and other operational details.
  • Ensure Python and other cross-platform runbook examples are as detailed as PowerShell ones.
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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 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets