1. Fast Bayesian Estimation of Disaggregated Demographic Rates by Borrowing Strength from International Databases • John Bryant, Bayesian Demography Limited; Junni Zhang, Peking University.

2. Gender Conformity and Wellbeing: An Experiment in Ordering Effects • Aliya Saperstein, Stanford University; Tagart Sobotka, University of California-Santa Barbara.

3. Applying Transformers to Predict Life Course Sequences • Linda Vecgaile, Max Planck Institute for Demographic Research (MPIDR); Emilio Zagheni, Max Planck Institute for Demographic Research (MPIDR); Luiz Felipe Vecchietti, Institute for Basic Science; Alessandro Spata , Independent Researcher.

4. The Last Social Network: Machine Learning Insights into Online Obituaries and Longevity • Pietro Violo, Université de Montréal; Nadine Ouellette, Département de Démographie, Université de Montréal.

5. Modeling Age-Specific Migration for U.S. States • Crystal Yu, University Of Washington; Hana Sevcikova, University of Washington; Adrian Raftery, University of Washington, Seattle; Sara Curran, University of Washington, Seattle.