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Youth dropouts in organized sports present a significant challenge across different athletic disciplines worldwide. This thesis aims to uncover the driving factors behind this phenomenon in a specific setting - among youth orienteers in Sweden - using large-scale data analysis and statistical learning. The dataset used in this study consists of historical competition results spanning the years 201
