Arafah, M.N. et al. 2026. Machine Learning, Supervised Leveraging Supervised Machine Learning to Improve Accuracy in Predicting Smartphone Addiction. Indonesian Journal of Innovation Multidisipliner Research. 4, 2 (Apr. 2026), 189–198. DOI:https://doi.org/10.69693/ijim.v4i2.473.