Shapiro was born to Florence and Seymour Shapiro in Hastings-on-Hudson, New York.
A materials science engineering graduate of Brown University, Shapiro has also received an SM in engineering from MIT and an SM in management from the MIT Sloan School of Management as a Leaders for Manufacturing Fellow (now Leaders for Global Operations program).