Behavioral and Physiological Synchrony contribute to our understanding several prosocial behaviors, including shared attention in conversations, and cooperation during collaborative tasks. I study methods surrounding the integration of multiple data modalities (e.g. heart rate, head and body pose, vocalizations) to provide robust markers of synchrony within dyadic interactions.