Homomorphic encryption allows computation on encrypted data without needing to decrypt it, thereby preserving privacy. This means that sensitive data, such as numerical attributes from medical trial results, can be processed and analyzed while remaining encrypted. The results of the computations are still in an encrypted form and can be decrypted only by authorized parties. This method is particularly valuable in scenarios requiring privacy-preserving computations.