This lecture will include an introductory overview of challenges that typically occur when theorising, designing, and conducting longitudinal studies. Methodological challenges will be described using examples and recommendations based on our previous experience in designing and conducting longitudinal studies among adolescents. The lecture - as part of CESSDA partners participation in the COORDINATE project - will conclude with brief guidelines for choosing a method for analysing longitudinal data.