A longitudinal study refers to an investigation where participant outcomes and possibly treatments or exposures are collected at multiple follow-up times. A longitudinal study generally yields multiple or “repeated” measurements on each subject. For example, HIV patients may be followed over time and monthly measures such as CD4 counts, or viral load are collected to characterize immune status and disease burden respectively. Such repeated measures data are correlated within subjects and thus require special statistical techniques for valid analysis and inference.