This dissertation focuses on subgroup identification in longitudinal studies. There are two different but related topics. In chapter two and chapter three, several longitudinal based methods for subgroup identification with enhanced treatment effect are proposed to correct the deficiency in measuring treatment effect by simply using a summary statistic. In...