How to Deal With a Self-Reporting Platform

The key to dealing with a self-reporting platform is to not believe the self-reporting. Modeled conversions can typically include users who are already actively using your product. Use some form of non-deterministic measurements like medium X models. You might just find that one half of your advertising was wasted, but you know which half.