(Proto. Dr.) Dorota Toczydlowska is a postdoctoral research fellow in School of Mathematical and Physical Sciences at the University of Technology Sydney (UTS). She holds MSc degree in Financial Mathematics at the University of Warsaw, MRes in Financial Computing at University College London, MPhil in Statistical Science at University College London and will receive her PhD degree in Statistical Science from University College London in 2019. Before and during pursuing her research degree, she has been focusing on developing statistical solutions to applied industry problems such as financial risk and insurance. During PhD she was collaborating with financial institutions where she was investigating attribution methodologies for various financial markets. Before joining UTS, she was researching the applicability of AI solutions to stages of customers journey in collaboration with insurance companies located in London. Her research interests include, but are not limited, to robust feature extraction methodologies, in either vector of functional spaces setting, and their utilisation in the modeling frameworks with applications to the industry-related problems.