Boonkrong, Pichit; Yang, Junwei; Huang, Xueyuan; … - In: Risks : open access journal 14 (2026) 3, pp. 1-22
This study develops an interpretable machine learning framework for type 1 motor insurance renewal classification using 70,290 real-world Thai policies, providing essential insights for pricing, customer retention, and operational decision making. The dataset was partitioned into a 70% training...