The aim of the research study is to assess the cardiovascular health benefits related to football in Brazilian adolescents. By assisting teenagers in maintaining a healthy body weight and lowering their risk of cardiovascular problems linked to obesity, these physical activities help control weight. Football regularly is also associated with better blood pressure control and advantageous metabolic profiles. For measuring the research, used smart PLS software and described results, including descriptive statistics, correlation coefficient analysis, and the smart PLS Algorithm model. In addition to their physiological advantages, team sports promote cardiovascular health due to their psychological benefits, including lowered stress levels and enhanced mental health. However, current studies carried out in the area should be examined to provide exact insights into the cardiovascular advantages in adolescents from Brazil. The overall result found that direct and significant analysis of the cardiovascular health benefits of football in Brazilian adolescents. As a result, even though the body of research highlights the potential benefits of football for youth cardiovascular health, more study that focuses on particular regions will be necessary to fully comprehend the connection between youth football participation and cardiovascular health in Brazil.