The technological advances in smart phones and their widespread use has resulted in the big volume and varied types of mobile data which we have today. Location prediction through mobile data mining leverages big data applications such as traffic planning, location-based advertising, intelligent resource allocation. This paper focused on the challenging problem of predicting the next location of a mobile user given data on his or her current location. In this paper, we proposed Next Location- a personalized mobile data mining framework. In addition, the proposed framework represents a new paradigm for privacy-preserving as the mobile phone data is not shared without user permission. The prediction task consists of using such data to know and understand the user's current location.