Moreover, since consumption level is an important factor of economic status (Stutzer, 2004), effective prediction of consumption level will facilitate social economic researches on social media.
unlike the gender attribute that is displayed on one's page, or political orientation that is unequivocally stated in one's tweets, consumption behavior related attributes are hard to acquire automatically from microblogging service.