Curious as to why would engagement and retention be low? As regard's pay per download models...looks like "Attach" business model's are becoming more popular.
"Attach" means charging for something outside of the app store. Dropbox, Uber, Square all do it. I remember seeing a Chris Dixon post about this on HN a few months ago.