The special issue on Advanced Statistical Modeling and Causal Inference with Complex data for Better Decision Making has been inspired by the developments of innovative models and methods to answer challenging substantive questions and support policy choices and decisions. It includes a selection of twelve papers with cutting-edge methodological developments motivated by unique applications with challenging data structures from various fields of science.