Ensuring data quality involves multiple steps, including proper planning of data collection protocols, training data collectors, implementing data validation techniques, and conducting regular audits. Utilizing standardized definitions and coding systems, such as the International Classification of Diseases (ICD), can also enhance data consistency and comparability.
