Researchers studying longitudinal data from couples to assess the interpersonal interaction may be faced with several statistical challenges. What is the most appropriate modeling technique? How can one deal with categorical outcomes or missing data? How can one perform a mediation analysis in such setting? This project aims to provide appropriate and innovative answers to those questions.