Using favorite data to analyze asymmetric competition: Machine learning models

•We use a novel favorite data to analyze asymmetric competition.•We propose two machine learning models for competition analysis.•We investigate market structure, entity popularity, and competition network.•We test the models based on 832,897 favorite lists containing 2204 cars.