Tucker attended the Boston Ballet and played 'Fritz' in their production of The Nutcracker when he was in third grade. He was also featured in a Boston Ballet calendar and attended the Thacher School in Ojai, California, graduating in 2001. He deferred from Columbia University, where he was accepted for early admission.