Lazar was born in Cherry Hill, New Jersey to a Jewish family. He graduated from Cherry Hill High School West in 1994. Lazar attended Duke University where he earned a BA in music in 1998, while completing the prerequisite classes for medical school and taking the MCAT. He then studied at the University of Cincinnati College-Conservatory of Music (CCM), where he earned an MFA in musical theater in 2000.