Azure Virtual Machines - Document Details

Bias Analysis

Bias Types:

⚠️ windows_first

⚠️ powershell_heavy

⚠️ windows_tools

⚠️ missing_linux_example

Summary:

The documentation demonstrates a moderate Windows bias. In most sections, examples are provided for Azure CLI, Azure PowerShell, and the Azure Portal, but there is a consistent presence of PowerShell (a Windows-centric tool) as a primary example. In OS update queries, Windows and general OS queries are presented before Linux-specific queries, and the Linux example appears later in the document. There are no Linux-native command-line examples (e.g., Bash scripts or Linux-specific tooling) outside of the Azure CLI, and terminology and patterns (such as PowerShell) are more familiar to Windows users. The documentation does not provide parity in Linux-native usage or highlight Linux-specific considerations except in one dedicated Linux section.

Recommendations:

Provide Linux-native command-line examples (e.g., Bash, shell scripts) alongside PowerShell, especially for scenarios where users may interact with Azure from Linux environments.
Ensure that Linux-specific queries and examples are given equal prominence and are not grouped only at the end or in a separate section.
Where PowerShell is used, clarify that it is cross-platform or provide explicit Linux installation/use instructions.
Highlight any differences in resource properties or behaviors between Windows and Linux VMs in the documentation.
Consider adding a table or section summarizing OS-specific queries for both Windows and Linux at the top of the page for quick reference.

Create pull request

Date	Scan ID	Status	Bias Status
2025-09-16 00:00	#113	completed	✅ Clean
2025-08-17 00:01	#83	in_progress	✅ Clean
2025-07-13 21:37	#48	completed	❌ Biased
2025-07-12 23:44	#41	in_progress	❌ Biased

Document Details

About This Page

Bias Analysis

Scan History

Flagged Code Snippets