Fizziology analyzed Twitter conversations from more than 1.6 million unique users who were talking about various department stores during the holiday shopping season. Measuring conversations occurring around five major department stores allowed Fizziology to determine key audience groups, shifts in audience from 2015 to 2016, and insights into gift card and exchange-focused conversation.