Various embodiments of systems and methods for recommending applications to portable electronic devices are described herein. Initially a context change of an application identification parameter is detected. Based on the detected context change, a target application, from a plurality of applications, may be identified. A similarity value is then computed between the identified target application and another application. Finally, an application to be recommended to a portable electronic device is determined based on the computed similarity value and a rate value of another application.