Melica has worked in the Federal Reserve Bank of New York's Emerging Markets Group. She earned a bachelor's degree in international relations from the University of California, Davis and a master's degree in statistics from Harvard University. She also studied at the American University in Cairo as a Fulbright Scholar and is familiar with French, Romanian, and Arabic.