Bias Analysis
Detected Bias Types
windows_first
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation demonstrates a Windows bias by providing only Windows-based validation steps (creating a Windows VM), exclusively using Azure PowerShell for CLI examples, and omitting equivalent Linux or cross-platform instructions. The validation section references Windows-specific VM creation and command-line usage, while no Bash, Azure CLI, or Linux VM examples are given. The use of PowerShell and Windows tools is prioritized, and Linux alternatives are missing throughout.
Recommendations
- Add Azure CLI (az) examples alongside or instead of PowerShell scripts for resource creation and management.
- Include instructions for creating and validating with a Linux VM, referencing the official Azure Linux VM quickstart.
- Show command-line validation steps using Bash or Linux shell (e.g., running nslookup from a Linux VM).
- Explicitly mention that the steps are cross-platform where applicable, and clarify any OS-specific differences.
- Balance screenshots and walkthroughs to include both Windows and Linux environments, or use generic Azure portal images.
- Provide links to both Windows and Linux VM creation guides in the validation section.
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