The study compared different nonnormal distributions in growth mixture models using simulations. Results show that fitting nonnormal data to normal, t, or skew-normal distributions is not appropriate, except for skew-t distribution. It was also found that when there is skewness over time, it is important to model skewness in the slope as well.