For an extended period, musical training has been recognized as a key enhancer of children's development, particularly affecting executive functions. This three-level meta-analysis examines the influence of musical training on executive functions in children aged 3-12 and identifies key moderating factors. The study analyzed 46 original research articles, encompassing 192 effect sizes from a total of 3,530 participants. The results demonstrate that musical training significantly enhances childre