De-identifying patient data is crucial for medical research while ensuring patient privacy. This involves quality assurance, independent reviews of methodologies, and the establishment of a scalable framework to adapt to varying healthcare provider needs. Effective de-identification processes must prevent unauthorized re-identification of data, maintaining integrity and security.