Standardized data collection refers to the use of uniform procedures and criteria to gather, record, and analyze data. This is crucial in epidemiology, as it ensures that data are comparable across different studies, locations, and time periods. Consistency in data collection methods enables researchers to draw more accurate and generalized conclusions about public health trends and the effectiveness of interventions.