Data collection methods include electronic health records (EHRs), pharmacy databases, and patient surveys. EHRs provide comprehensive information on patient demographics, diagnoses, and prescriptions, facilitating large-scale studies. Pharmacy databases offer insights into dispensing patterns, while surveys capture patient-reported outcomes and adherence behaviors.