Private data in epidemiology is secured through various methods, including encryption, access controls, and anonymization. Encryption ensures that data is only accessible to authorized personnel. Access controls regulate who can view or modify the data, while anonymization removes personally identifiable information, making it difficult to trace data back to individuals.