This course offers a comprehensive introduction to the analysis of longitudinal data. The focus will be on three core areas: estimating latent trajectories to analyse change over time, addressing ‘reverse causality’ and modelling reciprocal relationships, and leveraging panel data for causal inference within the potential outcomes framework.