Labor lost the 2010 Victorian elections with swings to the Liberals from normally solid Labor demographics, such as female white collar workers, TAFE students and train commuters. These defections from the normally solid Labor base cost the ALP votes in its marginal seats.

 2010 Vic State Election Profile.pdf