Ensuring data quality involves implementing rigorous data validation protocols and regular audits. Training healthcare professionals in accurate data entry and employing advanced analytics can also help in maintaining high data quality. Utilizing standardized data collection tools and adhering to coding guidelines are essential steps in this process.