Shapiro was born in Allentown, Pennsylvania in 1976 and grew up in Rome, Georgia, where she served as the local news presenter while still in high school. She graduated from the University of Georgia in 1999 with Bachelor of Arts and Master of Arts degrees in ecology. The same year she was awarded a Rhodes Scholarship followed by a Doctor of Philosophy degree from the University of Oxford for research on inferring evolutionary history and processes using ancient DNA.