Dr Youssef Hbid is a Research Associate in Stroke Quality Improvement for the Sentinel Stroke National Audit Program (SSNAP), which sits within the Department of Population Health Sciences at King’s College London. Youssef is an applied mathematician by background, he obtained a MSc in Modeling and Analysis of Complex Systems at Normandie University (2016), and a PhD in Applied Mathematics and Biostatistics from both, Paris-Sorbonne University and Cadi Ayyad University Marrakech (2021). He has been involved in mathematical and clinical research with research groups at King’s College London and the French National Research Institute for Sustainable Development (IRD) in Paris. His research interests include Statistics, modelling, Stroke, Epidemiology of long-term conditions and predictive medicine.