In epidemiological studies, ensuring the completeness of data is crucial for accurate analyses. LOCF helps maintain the sample size by minimizing data loss due to dropouts or non-responses, thus preserving the power of the study. It also facilitates the analysis of longitudinal data by enabling the inclusion of all participants in the final analysis, regardless of missing data points.