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She is an expert at developing supply, demand, and price forecasts. She now specializes in supply forecasting and analytics of the North American gas market and has a deep understanding of the upstream oil and gas market. Her previous role at IHS Markit focused on natural gas demand analysis and projections for the residential, commercial, industrial, and electric sectors of the North American gas market. She has developed analytical models and tools, prepared presentations, and written reports on several topics such as weather effects on natural gas consumption patterns, coal-gas fuel competition in the power sector, industrial gas demand, and upstream oil and gas regional and national market analysis. She is one of the primary authors of the North American Natural Gas short-term and long-term outlooks. Before joining IHS Markit, she contributed to several energy projects at the Baker Institute while pursuing her graduate degree. She holds a Bachelor of Arts in Economics from the American University of Beirut, a Master of Arts in Political Science, and a Professional Masters of Statistics both from Rice University.