From 2015 to 2025, leading automotive companies listed on global stock exchanges have operated in a highly capital-intensive environment that requires effective management of financial structures. This study applies Artificial Intelligence (AI)–based forecasting models to analyze the capital structures of major automotive manufacturers, focusing on Toyota as a representative Asian firm and comparing it with...

