CONCLUSION: A sustained increase in the prevalence of ADHD medication use was observed, with the most pronounced rise occurring among females and adults from 2020 and onwards. By 2022, the overall gender disparity in ADHD medication use had diminished, which should be considered in the context of a steep increase in incident use among adolescent and young adult females starting from 2020.