This document discusses email marketing metrics and attribution. It argues that most attribution models discriminate against email and that email influences sales across all channels. It promotes using customer-centric, omni-channel dashboards and virtual testing to optimize email performance and understand cross-channel attribution at the individual customer level. Virtual testing platforms can efficiently test many subject line variations without exposing real customers to subpar messages.