Liz is a senior research analyst for Maritime, Trade & Supply Chain at S&P Global Market Intelligence. She has participated in several maritime research projects such as dry bulk freight rate forecast modeling, commodity analysis, and visualization platform developing.

She participated in both S&P Global Market Intelligence's (a) 'Freight Rate Forecast (FRF)', data driven freight forecasting models for dry bulk market, and (b) 'Bulkers at Sea' module of Commodities at Sea, global commodity and freight analytics tool based on historical regional fleet and AIS information including position, cargo, ballast/laden ratio, anchored/moored status, speed, employment etc.

Before joining S&P Global, Liz was a research analyst in the Agency for Science, Technology and Research (A*STAR), Singapore's lead government agency under the Ministry of Trade and Industry.

She studied Data Analytics in National University of Singapore (NUS) and graduated as a Master of Tech. Liz holds a bachelor's degree from Dalian Maritime University.