Fyodorova became involved in track and field in her youth in Leningrad, working under coach Valentina Ivanovna Nikiforova. In age category competitions she was a bronze medallist for the Soviet Union at the 1991 European Athletics Junior Championships, a silver medallist for Russia at the 1994 European Athletics U23 Cup, and a gold medallist at the 1995 Summer Universiade.