This course starts by reviewing the advantages of collecting and analysing longitudinal data. After discussing the various types of longitudinal data, we focus on panel data containing repeated measures. Topics will include i) methods for exploring longitudinal data; ii) alternative approaches for modelling repeated measures data for continuous and categorical responses with particular attention to population average and random effects models; and iii) methods for handling complex survey designs, weights and non-response.