Big Data Front-end processes refer to patient registration and data collection procedures that take place at the beginning of a patient care visit, generating master patient data. Correcting identity errors later in the data collection process has high technology, labor, and financial costs. What front-end policies should an organization implement to ensure the accuracy of master patient data? How should it implement and monitor the policies? What role should data governance play in front-end processes?