This article discusses the importance of data analysis and machine learning in the field of mental and behavioral disorders. It highlights the need for innovative ideas and experimental findings to advance our understanding and management of these critical health concerns. The article also introduces a Special Issue dedicated to this topic, which covers a broad range of interdisciplinary areas such as epidemiological data analysis, machine learning and predictive modeling, and the use of large-scale datasets.