A novel continuous metabolic syndrome risk score (msRS) tailored for adolescents has been introduced and validated through confirmatory factor analysis. This dynamic metric allows more accurate cardiovascular risk assessment in youth populations, offering clinicians improved tools for early detection and preventive intervention. The study provides a significant contribution to pediatric cardiometabolic health screening.