Hovorova began competing in 1991 and took her first junior medal (a bronze) in the triple jump competition at the 1992 World Junior Championships in Athletics. She began making her mark in the senior ranks a few years later with appearances in the finals of the 1995 IAAF World Indoor Championships and 1995 World Championships in Athletics.