Takuma Udagawa is a researcher of causal inference and counterfactual machine learning at Sony Group Corporation. In addition to academic research, he collaborates with many business teams and analyze the real-world data from Sony’s services. His research interests include off-policy learning and evaluation, statistical machine learning, and causal inference.