1. Standardization: Using standardized terminologies and codes (e.g., ICD codes) to ensure consistency. 2. Double-Data Entry: Entering data twice by different individuals to identify and correct discrepancies. 3. Regular Audits: Conducting frequent audits to review data accuracy and completeness. 4. Automated Validation: Implementing software tools that automatically check for errors and inconsistencies.