# SAPEx-D: A Comprehensive Dataset for Predictive Analytics in Personalized Education Using Machine Learning

> Research article (Data, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4407785297](https://www.wikidata.org/wiki/openalex:W4407785297)  
**Source**: https://4ort.xyz/entity/sapex-d-a-comprehensive-dataset-for-predictive-analytics-in-personalized-education-using-machine-learning