>> Interpretability obviously doesn't hurt accuracy.

Why do you say this? From what i have seen it certainly can and does. For some industries finding a trade off where the magic is.

https://link.springer.com/article/10.1007/s10664-018-9638-1

https://www.oreilly.com/ideas/predictive-modeling-striking-a...