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 Windows bias by providing extensive PowerShell examples and references, mentioning Windows-centric tools (PowerShell cmdlets) for key tasks (such as GUID generation and querying Azure AD), and presenting PowerShell instructions before Azure CLI equivalents. There are no explicit Linux shell (bash) or cross-platform scripting examples, and the use of PowerShell is assumed for automation and deployment steps. The CLI section is shorter and lacks parity in detail compared to PowerShell. Linux users are not provided with bash or shell-native alternatives for tasks like GUID generation or querying Azure AD object IDs.
Recommendations
  • Add bash/Azure CLI examples for all key steps, such as querying Azure AD user/group/service principal object IDs and generating GUIDs.
  • Present Azure CLI and bash examples before or alongside PowerShell examples to avoid Windows-first ordering.
  • Reference cross-platform tools for GUID generation (e.g., 'uuidgen' in bash) and querying Azure AD (e.g., 'az ad user show').
  • Ensure all automation steps (template deployment, role assignment) have equivalent CLI/bash instructions.
  • Explicitly mention that PowerShell examples are for Windows and provide Linux/macOS alternatives.
  • Balance the detail and explanation between PowerShell and CLI/bash sections.
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
2026-01-11 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