2022 Security Emerging

Privacy-Enhancing Computation

What Gartner Predicted

Three technologies for protecting data while in use: trusted execution environments, privacy-aware ML (federated learning), and homomorphic encryption.

3
Prediction Accuracy
3/5

Progressing but still emerging — confidential computing (Azure, GCP) gained traction. Federated learning is used in specific domains. Full practical deployment remains limited.