1. The Link between Previous Life Trajectories and a Later-Life Outcome: A Feature Selection Approach • Danilo Bolano , University of Florence; Matthias Studer, Université de Genève and NCCR-LIVES.

2. Event History Analysis with Two Time Scales. An Application to Transitions from Cohabitation to Marriage or Separation • Angela Carollo , Max Planck Institute for Demographic Research; Hein Putter, Leiden University Medical Center; Paul Eilers, Erasmus Medical Centre, Rotterdam; Jutta Gampe , Max Planck Institute for Demographic Research.

3. Alignment, Clocking, and Macro Patterns of Episodes in the Life Course} • Timothy Riffe , Universidad del País Vasco & Ikerbasque (Basque Foundation for Science); Angelo Lorenti , Max Planck Institute for Demographic Research (MPIDR); Andrés Castro, Max Planck Institute for Demographic Research.

4. Understanding narratives of uncertainty in fertility intention: a neural topic modeling approach • Xiao Xu , Netherlands Interdisciplinary Demographic Institute (NIDI); Anne H. Gauthier , Netherlands Interdisciplinary Demographic Institute (NIDI); Gert Stulp , University of Groningen; Antal van den Bosch, Meertens Institute.