1. Small-Area Mortality in Italy between 2002 and 2018 • Gustavo De Santis, University of Florence; Federico Benassi, University of Naples Federico II; Gianni Carboni, University of Sassari (Italy); Mauro Maltagliati, University of Florence.

2. Gridded population projection of South Korea using ensemble machine learning (2022–2050) • Jaeheon Jung, Korea University; Oh Seok Kim, Korea University; Stephen A. Matthews, Retired; Kee Whan Kim, Korea University.

3. Reconstructing the French Population at the Parish Level before the Revolution • Alexis Litvine, University of Cambridge; Isabelle Seguy, INED; Doriane Hare, CNRS; Arthur Starzec, INED/UCL; Guillaume Proffit, University of Cambridge.

4. Probabilistic County Population Forecasts: A New Approach with an Example Application to Washington State. • David Swanson, UC Riverside; Jeff Tayman, University of California, San Diego.

5. Estimating and Projecting the Population Living with Dementia at the Local Area Scale in Australia • Jeromey Temple, The University of Melbourne; Irina Grossman, The University of Melbourne; Tom Wilson, Advanced Demographic Modelling; Marina Cavuoto, National Ageing Research Institute; Tim Adair, University of Melbourne; Ruth Williams , The University of Melbourne; Kaarin Anstey , University of New South Wales; Neuroscience Research Australia.