Traditional methods of data collection in epidemiology often relied on manual surveys and paper records. Today, electronic health records (EHRs), mobile health apps, and wearable devices have transformed data collection. These technologies allow for real-time data gathering and provide more precise and comprehensive datasets, which are crucial for identifying disease patterns and outbreaks.