Ali has over 6 years of research experience in academia and industry. Before joining Liquidity, he worked as a Data Scientist for the Australian Defense, applying machine learning to naval platforms. Ali has completed a M.Sc. from UNSW Sydney and a PhD in structural earthquake engineering from Swinburne University of Technology Melbourne.