# Early prediction of student performance in CS1 programming courses

> Research article (PeerJ Computer Science, 2023) · cited 18× · AI/ML

**Wikidata**: [openalex:W4388081686](https://www.wikidata.org/wiki/openalex:W4388081686)  
**Source**: https://4ort.xyz/entity/early-prediction-of-student-performance-in-cs1-programming-courses