1. Assigning Nationality to Names Using Machine Learning to Differentiate Emigration from Return Migration of Scholars • Faeze Ghorbanpour, Ludwig Maximilian University of Munich, Munich; Thiago Malaguth, Max Planck Institute for Demographic Research (MPIDR); Aliakbar Akbaritabar , Max Planck Institute for Demographic Research (MPIDR).

2. Exploring Global Family Change through over a Million Family Pictures • Francesco Rampazzo , University of Oxford; Sander Wagner, Leverhulme Centre for Demographic Science; Douglas R Leasure, Leverhulme Centre for Demographic Science, Department of Sociology, University of Oxford; Arun Frey, University of Oxford.

3. Using Wikipedia Data to Monitor Big Migration Events • Carolina Coimbra Vieira , Max Planck Institute for Demographic Research (MPIDR); Ebru Sanlitürk, Max Planck Institute for demographic Research; Emilio Zagheni, Max Planck Institute for Demographic Research (MPIDR).

4. Recent Global Improvements in the Representation of Women in Science Have Stalled • Julie Kim , Institute for Health Metrics and Evaluation, University of Washington; Jose Ignacio Carrasco, University of Oxford, Centre on Migration, Policy and Society (COMPAS).; Samvardhan Vishnoi, Northwestern University; Yuqi Liang, University of Oxford; Meagan Lauber, Boston University; Julián D Cortés, Universidad del Rosario; Aliakbar Akbaritabar, Max Planck Institute for Demographic Research (MPIDR); Ugofilippo Basellini, Max Planck Institute for demographic Research; Emilio Zagheni, Max Planck Institute for Demographic Research (MPIDR).