Web apps can be installed on the phone. Has been working on Android for a long time, and it won't need to reload anything. I don't see them being much less efficient than "native" Android apps, especially considering their average quality.

> desktop gets power plugged into a wall and is therefore less constrained

Unless it's a laptop.