Healthcare utilization data is collected from various sources, including electronic health records (EHRs), health insurance claims, patient surveys, and administrative databases. These sources provide comprehensive and detailed information about the healthcare services used by individuals, which can then be analyzed to identify trends and patterns in healthcare utilization.