Yelp alone contains more than 70 million reviews of restaurants, barbers, mechanics, and other services, and has a market capitalization of roughly four billion dollars. Moreover, there is mounting evidence that these reviews have a direct influence on product sales (see Chevalier and Mayzlin (2006), Luca (2011)).