Ensuring the quality and integrity of data is vital for reliable research outputs. This can be achieved by: 1. Validation and Verification: Implementing rigorous validation and verification processes. 2. Data Cleaning: Regularly cleaning the data to remove inconsistencies and errors. 3. Access Controls: Implementing role-based access controls to ensure that only authorized personnel can modify the data.