. In an effort to help companies understand how to
perform a social media competitive analysis and transform social media data into knowledge for decision
makers and e-marketers,this paper describes an in-depth case study which applies text mining to analyze
unstructured text content on Facebook and Twitter sites of the three largest pizza chains: Pizza Hut,
Domino’s Pizza and Papa John’s Pizza