In contrast, the conventional regression model had a inferior model-data fit. Thus, regression mixture models may improve predictability because the individual differences are systematically classified to form homogeneous groups. The regression mixture analysis resulted in subpopulations with specific patterns of regression function, and with differing proportions of female and ethnical children.