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In celebration of the International Day of Women in Statistics and Data Science, this session highlights the contributions of women researchers in the field of biostatistics through the BIOSTATNET network — the Spanish Network for Biostatistics. We will begin by introducing the mission and objectives of BIOSTATNET, followed by presentations from four women statisticians of the network. Each researcher will present her current project, offering insights into diverse methodological approaches and applications in health and biomedical research. This session aims to connect and elevate the visibility of women in biostatistics at both national and international levels. ORGANIZER: Jaione Etxeberria, Public University of Navarre CHAIR: Irantzu Barrio, University of the Basque Country TALK TITLES and SPEAKERS: Stochastic Journey in Precision Genetic Neuroepidemiology Natalia Vilor-Tejedor, BarcelonaBeta Brain Research Center, Utrecht University Small Area Estimation for Social and Biomedical Equity: Unity is Strength Naomi Diz-Rosales, Universidade da Coruña / CITIC Design Smarter, Experiment Less: Predictive Microbiology Meets Optimal Experimental Design Alba Muñoz, Universidad de Castilla-La Mancha From Genes to Clinical Decisions: The Machine Learning Pathway Silvia Pineda San Juan, Universidad Complutense de Madrid