Unfortunately Chrome is absolutely terrible not just for power usage but also for RAM usage. For some reason Chrome loves memory, it gobbles it up. Safari is much better about it.
I switched from Chrome back to Safari recently and while it took some time adjusting, I have been seeing almost 2 - 3 hours longer battery life, and I have had way less issues with "beachballing".