Abstract The purpose of this article is to create and calibrate a high-speed rail passenger traffic-based ranking model using historical ridership data from Spain. existing literature scarce, the models used have several main issues, such as arbitrariness, not representing real relations variables. These are analysed real-world data; improved by calibration with data. Based on results, I demons...