A method of determining ride share compatibility. Vehicle data acquisition devices are employed to collect user attribute information relating to a travel route and locations traveled by the operator. The attribute information includes regularity data, frequency data, and duration data. A regression analysis is applied by a processor for using the regularity data, the frequency data, and the duration data, for identifying an importance probability of each of the locations visited by the operator. A match is determined between the operator and a potential travel partner traveling to locations in proximity to the locations traveled by the operator.