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 is heavily biased towards Windows and PowerShell usage. All command-line examples use PowerShell cmdlets, and there are no equivalent Bash, Azure CLI, or Linux shell examples. REST API and ARM template sections still rely on PowerShell for invocation. Even generic HTTP token retrieval is shown only with PowerShell, with no curl or Bash alternatives. The only non-PowerShell example is a Python script, but it does not address shell usage for Linux/macOS users. This creates friction for users on Linux or macOS who do not use PowerShell.
Recommendations
  • Provide Azure CLI (az) examples alongside PowerShell for all resource management and identity assignment tasks.
  • Show REST API invocation using curl or httpie in addition to PowerShell's Invoke-RestMethod.
  • Include Bash shell script examples for environment variable usage and token retrieval.
  • Clarify that PowerShell cmdlets can be run cross-platform, but also offer native Linux/macOS alternatives.
  • Reorder examples so that platform-neutral or cross-platform methods (portal, REST, ARM template) are presented before PowerShell.
  • Explicitly mention Linux/macOS compatibility and provide troubleshooting tips for those platforms.
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets