She attended Penn Wood High School and enjoyed her first athletic successes in 1991 when she won four Pennsylvania state titles in the jumps and hurdles and won a bronze medal at the United States Junior Championships. She initially started out in the 100 meter hurdles and reached the event final at the 1992 World Junior Championships in Athletics. Burrell gradually began to focus more on the long jump and it was in this event that she made her first senior international appearance, taking fifth place in the final at the 1995 Pan American Games. She represented the University of Houston at the NCAA Track and Field Championships from 1993 to 1995 and was graduated the following year.