Transcriptome-based prediction of heterosis or hybrid vigour and other complex phenotypic traits. Analysis of transcript abundance in predictive gene sets, for predicting magnitude of heterosis or other complex traits in plants and animals. Transcriptome-based screening and selection of individuals with desired traits and/or good hybrid vigour.