 Purnell was born in Berlin, Maryland, the second of Oliver Sr. and Phyllis' four children.He attended Stephen Decatur High School, where he played on the boys' basketball team that captured the Maryland Public Secondary Schools Athletic Association Class B championship in 1970.Purnell was recruited to play basketball at Old Dominion University in Norfolk, Virginia.