Uhm how do you deal with imbalanced data? Like I mean 99:1 or something? I’m always worried about feature engineering - in the right hands it’s great but I’d posit that majority of DSes out there do not have said hands. Much rather take a random forest with no manipulation and shittier (and hopefully less biased) results.