Bias Analysis
Detected Bias Types
powershell_heavy
windows_first
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all AKS node pool operations. While the CLI is cross-platform, the inclusion of Azure PowerShell (which is most commonly used on Windows) as a primary example, and the equal prominence given to it, introduces a mild Windows bias. However, all critical steps can be completed using the Azure CLI and kubectl, which are fully supported on Linux/macOS. There are no sections that are Windows-only, and Linux users are not blocked from completing any task.
Recommendations
- Clarify that Azure CLI and kubectl are fully cross-platform and can be used on Linux, macOS, and Windows.
- Consider moving Azure CLI examples before PowerShell, or marking CLI as the recommended/default method for cross-platform parity.
- Optionally, add a note that Azure PowerShell is available on Linux/macOS, but is more commonly used on Windows.
- Ensure that all instructions and screenshots (if any) reflect a neutral or cross-platform environment.
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