A large international consortium enhanced polygenic risk scores (PRS) for obesity by integrating extensive genomic data from over five million participants across diverse ancestries. The improved PRS robustly predicts childhood and adult obesity risk, capturing approximately 14% of variance in body weight, outperforming past models. These findings provide a valuable tool for early identification of at-risk individuals, facilitating earlier interventions to curb the global obesity epidemic.