Novoselić was born in Zagreb, at the time in SR Croatia, SFR Yugoslavia. She debuted in Zagreb in 2006. Her best result so far in a FIS race was 10th place in slalom. In FIS Alpine World Ski Championships 2007 she won 27th place in slalom.