Abstract: To carry out comprehensive quality evaluation scientifically, comprehensively and accurately on university students, a comprehensive quality evaluation index system for university students majoring in urban rail transit based on multi-party research data is constructed, so as to meet the needs of the enterprises. The subjective and objective combination weighting of AHP (analytic hierachy process)-Entropy method is used to determine the index weights of comprehensive quality, and the normal cloud model is introduced to analyze the evaluation results. Taking the School of Urban Railway Transportation of Shanghai University of Engineering Science as an example, by applying the above evaluation index system, through calculation of combined weighting method and analysis of the normal cloud model, it is found that self-cultivation and innovative practice are the relatively weak parts of rail transit major students. Therefore, specific measures are put forward such as strengthening the guidance of core socialist values, improving the effectiveness of collaborative education of professional teachers and enterprise mentors, and completing the mechanism of training talents of comprehensive quality.