Anonymization is crucial when sharing sensitive medical records for research purposes. Techniques must be employed to ensure that individual identities remain protected while allowing researchers to build predictive models. The challenge lies in balancing data utility with privacy concerns, highlighting the importance of effective anonymization strategies.