Parker comes from rural Washington, N.C., population 10,000. He spent his freshman year at Southside High, a public school, and his sophomore season at Terra Ceia Christian School. Parker's father, Omar, was looking for a school that would give his son greater exposure for basketball. Squire pointed the Parkers in the Miller School's direction. According to Squire, Parker has benefited from his father's basketball awareness and knowledge.