In epidemiology, collecting accurate and reliable data is fundamental yet complex. Data sources can include surveys, medical records, laboratory tests, and even social media. Each source has its own set of challenges, such as sampling bias, incomplete data, and privacy concerns. Additionally, data must often be harmonized from multiple sources, which requires sophisticated methods to ensure consistency and accuracy.