Siskind was born in Marblehead, Massachusetts, to Jewish parents, Bernard Siskind and Selma Lipsky Siskind, and was the youngest of five siblings. She attended Marblehead High School, and was graduated in 1984. She received a BA in Economics from Cornell University in 1987, and an MBA in Finance and International Business from the NYU Stern School of Business in 1992.