ML fails: Loyalty prediction? Not really. And bonus prediction? Oh dear

Hello, wrong number You may never have heard of the NPS but if you have ever answered a question such as: "How likely are you to recommend our company/product/service to your friends and colleagues?" you have entered the Net Promoter Score zone."