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Hao is an assistant director in Moody’s Analytics quantitative research and modeling group. As a member of the portfolio valuation and balance sheet analytics team, Hao’s latest research focuses on the impact of CECL on banks’ loss allowance and loss rate-based approaches in CECL quantification. Hao has a master's degree in finance engineering from the University of California, Berkeley, and a PhD in physics from Northeastern University.