This simulation study suggests that analysts of longitudinal survey data should regularly use all available observations from participants in longitudinal surveys when fitting trajectory models to longitudinal survey data (and not only observations from those participants with complete data across the waves). In addition, careful specification of the trajectory model is one of the most important factors. Further, the use of time-varying weights for the available observations and accounting for within-person correlations can be important when conducting the analyses.