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Ms. Hwang is a senior research analyst focused on the Canadian crude oil market, specializing in western Canadian supply, oil sands extraction and economics and crude oil logistics. Ms. Hwang contributes to quarterly and monthly Canadian supply outlooks and global crude oil supply and demand balances. Ms. Hwang's expertise includes prior research and analysis on Canadian gas transmission capacity and market drivers, US tight oil supply and development, and global macroeconomics. She holds an undergraduate degree in economics with a concentration in energy economics from the University of Calgary and is based in Calgary.