The study on sports participation and academic achievement by Cole (2014) faced three main limitations. First, it lacked statistical power to detect significance because the sample size of $111$ participants was below the a priori minimum of $128$. Second, the categorization of athletes versus non-athletes relied on self-reported data without confirmation of regular practice and competition. Finally, the data collection was unmonitored and may have been influenced by peers.