Introduction 

This session will present and discuss innovative technologies and methodologies aimed at overcoming the barriers associated with secondary data use. Speakers will focus on solutions and innovative approaches for data reuse, including synthetic data generation, federated machine learning, and self-assessment methodologies. They will also unveil how these approaches are shaping the future of research, innovation, and impact.  

Key questions and objectives 

• How can synthetic data generation, federated machine learning, and self-assessment methodologies support compliance in secondary use of data? 
• What are their respective advantages and limitations? 
• How can adequate technologies be validated?