In 2003, Korpi finished 19th in her first appearance at the World Junior Championships. The following season, making her ISU Junior Grand Prix (JGP) debut, she placed 6th in Slovenia and took the bronze medal in Poland. She ranked 16th at the 2004 World Junior Championships.