(1) diffusion of technological innovation, (2) competitive strategies in innovation management, and (3) economics of machine learning in innovation applications. To answer these questions, he is passionate about multi-method applications (e.g., economic modeling, game theory, optimization, econometrics, machine learning and deep learning) and interdisciplinary collaboration. His research has been published in top business journals such as MIS Quarterly, Production and Operations Management, and Decision Sciences.