Patel attended Garden City High School and his senior-year quote was "Racism is man’s gravest threat—the maximum of hatred for a minimum reason", by Jewish theologian Abraham Joshua Heschel

Patel participated in the American Bar Association's "Judicial Intern Opportunity Program", a diversity initiative, as a student at Pace University in 2003.