What metrics are best suitable for measuring developer's productivity on jupyter?

Hey, need suggestions on metrics best suitable for measuring developer’s productivity on Jupyter.
For example, I want to compare development experience on Notebook vs JupyterLab. or developer’s productivity gain when integrating with JupyterAI, etc…

Thanks.