Sandrine Ungari joined Société Générale in 2006 as a quantitative analyst within Global Research. She was then successively promoted to deputy head and head of the Cross-Asset Quantitative Research group. Sandrine’s team is active in cross-asset risk premia strategies, machine learning, derivatives overlays and portfolio risk modeling. They have been recognized as a market leader in quantitative research and were ranked #1 in the latest Extel survey in this category. Prior to that, Sandrine worked as a quantitative analyst at HBOS Treasury and at Reech Sungard in London. She holds a Master of Science from French engineering school, Ecole des Techniques Avancees and a Master’s in Quantitative Finance from Paris VI University (El Karoui). She also is a guest lecturer at University Paris Diderot.