Healthy sleep and maintenance of an active lifestyle help strengthen physical and emotional health from infancy into older adulthood and across various domains, including cognitive, emotional, and behavioral development. Recent advances in technology have provided new opportunities and tools for collecting intensive longitudinal measurements of sleep quality in ways that are not intrusive to daily life. We are using dynamic system techniques to extract and analyze movement and related data from wearable devices indicative of sleep quality.