Carnot cycle, isn't it? Not great for efficiency, probably less than 50% round trip.
This is converting electricity into kinetic energy and vice versa. So it'd be the product of those two maximum efficiencies, whatever they are.
Where do you get that from? The article definitely seems to me to be describing a heat engine.