Privacy-Preserving Federated Analytics

Privacy-Preserving Federated Analytics

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As global privacy regulations tighten, researchers can no longer rely on centralizing patient data to conduct multi-site studies — yet the demand for large-scale real-world evidence has never been higher. This video explains how federated analytics enables rigorous, privacy-preserving research across siloed health data sources, and what it takes to do it right.

In this video, you’ll learn:

  • Why data privacy laws like GDPR are accelerating the shift to distributed research networks, and why multi-site real-world data studies are still essential for rare disease, drug safety, and population health research
  • The three main federated analytics approaches — aggregate queries, two-way APIs, and TRE-like gateways — and how to choose the right method for your study design
  • What infrastructure, software, and scientific expertise are required to generate credible, regulatory-grade evidence from federated health data networks

Interested in taking your research further? Meet with us at ISPE Milan