Smartphones can be extremely useful in collecting data about daily activities (sleep, physical activity, etc.), as they are typically in close proximity to their users. The feasibility of using smartphones to collect this sort of information depends largely on the ability to translate raw smartphone sensor data to activity outcomes, which can be influenced by both sociodemographic and smartphone-related characteristics.