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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a clear Windows bias. PowerShell is used extensively for examples and tooling, with PowerShell cmdlets mentioned and demonstrated before Azure CLI equivalents. Windows-centric tools (PowerShell, GUID generation via PowerShell) are referenced exclusively, and there are no explicit Linux/bash examples or guidance for Linux users. The CLI section is brief and lacks parity with the PowerShell coverage.
Recommendations
  • Provide equivalent bash/Azure CLI examples for all PowerShell commands, including how to retrieve ObjectId and role definition IDs using Azure CLI or REST API.
  • Mention Linux/macOS compatibility and usage patterns, such as using bash scripts and common Linux tools for GUID generation.
  • Reorder sections so that Azure CLI and ARM template examples are presented before PowerShell, or at least in parallel, to avoid Windows-first impression.
  • Add explicit notes or examples for Linux users, including installation and usage of Azure CLI on Linux.
  • Reference cross-platform tools for GUID generation (e.g., uuidgen in Linux/macOS) and REST API usage instead of only PowerShell cmdlets.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets