Risha Alam 2026. A Comparative Study of Machine Learning Models for Predictive Business Analytics in Digital Commerce (2018–2026). American Journal of Advanced Technology and Engineering Solutions. 6, 01 (Mar. 2026), 545–582. DOI:https://doi.org/10.63125/2hj6p796.