Freemium-to-paid conversion; SaaS analytics; machine learning; class imbalance; explainable AI. jsd [Internet]. 2026 Sep. 1 [cited 2026 Sep. 26];7(27):100-12. Available from: https://jsd.sdasmart.org/index.php/jsd/article/view/576