1. Who Really Wants to Be a Millionaire? How Digital Platforms Reproduce, Reflect and Reinforce Gender Norms • Charles Asabere, University of Ghana, Regional Institute for Population Studies; Salifou Mohamadou, Not affiliation; Tosin Oni, Obafemi Awolowo University; Ayodele Akinyele, University of Ibadan; Fidelia A. A. Dake, Regional Institute For Population Studies, University Of Ghana; Lateef Amusa, No Affiliation.

2. Estimating District-Level HIV Incidence among Women in Malawi Using Antenatal Care (ANC) Data • Katherine Jia, Harvard University; Andreas Jahn, Directorate of HIV, STI, & Viral Hepatitis, Ministry of Health; Tiwonge Chimandule, Directorate of HIV, STI, & Viral Hepatitis, Ministry of Health; Rose Nyirenda, Directorate of HIV, STI, & Viral Hepatitis, Ministry of Health; Jeff Imai-Eaton, Harvard University.

3. Social Capital Mediates Knowledge Gaps in Informing Sexual and Reproductive Health Behaviours across Africa • Till Koebe, Saarland University; Theophilus Aidoo, Saarland University; Ridhi Kashyap, University of Oxford; Douglas R Leasure, Leverhulme Centre for Demographic Science, Department of Sociology, University of Oxford; Valentina Rotondi, University of Applied Sciences and Arts of Southern Switzerland; Ingmar Weber, Saarland University.

4. Geospatial Smoothing for Lower-Level Estimation: A Case Study of the Uganda Demographic and Health Survey for Generating Lower-Level Substandard Household Living Conditions Index • Kananura Rornald Muhumuza, Makerere University School of Public Health; Peter Waiswa, Makerere University School of Public Health; Ties Boerma, University of Manitoba; Aduragbemi Banke-Thomas, London School of Hygiene and Tropical Medicine; Peter Macharia, Institiute of Tropical Medicine; Lenka Benova, Institute of Tropical Medicine, Antwerp; Ronald Wasswa, Makerere University School of Public Health.

5. Integrating Multiple Household-Based Data with Satellite-Based Observations to Produce High-Resolution Population Estimates in Lmics Using Inla-Spde • Chibuzor Christopher Nnanatu, University of Southampton; Ortis Yankey, University of Southampton; Anaclet Dzossa, Institut National de la Statistique du Cameroun; Thomas Abbott, University of Southampton; Assane Gadiaga, University of Southampton; Attila Lazar, University of Southampton; Andrew J. Tatem, University of Southampton.