A system and method of characterizing a geographical location for a wireless device in a wireless network is described. The system includes a first config management log, a second config management log, a correlation module, data bins, a location module, a predictive analysis module and a service layer module. The first config management log is associated with a plurality of base stations. The second config management log is associated with a network component communicatively coupled to the plurality of base stations. The correlation module correlates the first config management log and the second config management log with a geographic area. Each of the data bins is associated with a geographic area. The predictive analysis module analyzes the communication parameters associated with a particular geographic area. The service layer module identifies the communication parameters affecting at least one of a user experience and a quality of experience (QoE) in the particular geographic area.