Mobile data is primarily collected through smartphones, which are equipped with a variety of sensors. These sensors capture location data via GPS, Wi-Fi, and cell tower triangulation. Additionally, mobile apps can gather data on user interactions and health-related information. This data is often anonymized and aggregated to protect user privacy before being used in epidemiological studies.