1. Discipline Reform and Academic Achievement • Terry-Ann Craigie , Smith College.

2. The Spillovers of Child Disability on Peers’ Education • Alice Dominici , Bocconi University; Sofia Sierra Vasquez, University of St. Gallen; Nicoletta Balbo, Bocconi University; Massimo Anelli, Bocconi University.

3. Penetration of Large Language Models across Demographic and Occupational Subgroups • Riccardo Omenti , University of Bologna; Nicola Barban, University of Bologna; Saverio Minardi, University of Bologna; Maria Ludovica Isani, University of Bologna.

4. The Net Human Capital of Nations • Pieter Vanhuysse , University of Southern Denmark; Robert Gal, Corvinus University; Csaba G. Tóth, ELTE Centre for Economic and Regional Studies.

5. Projecting Labour Market Imbalances and Skill Mismatch under Demographic Change in the EU • Guillaume Marois , International Institute for Applied Systems Analysis; Michaela Potancoková, International Institute for Applied Systems Analysis; Agnieszka Bezat-Jarzebowska, Kozminksi University; Jesús Crespo Cuaresma, Vienna University of Economics and Business.