Born in Brooklyn, New York, Melissa graduated from Yale University, in 2001, with a Bachelor of Arts degree in psychology. While in graduate school, she became interested in exploring the ways in which religion and spirituality impact people’s beliefs and behaviors. In 2006, she received a master's degree in psychology from The University of Illinois at Chicago. Her thesis was titled “Defining church attendance and examining its effects on the school outcomes of Latino high school students”.