# Models for Early Identification of Struggling Novice Programmers

> Research article (Proceedings of the 49th ACM Technical Symposium on Computer Science Education, 2018) · cited 32× · AI/ML

**Wikidata**: [openalex:W2791407982](https://www.wikidata.org/wiki/openalex:W2791407982)  
**Source**: https://4ort.xyz/entity/models-for-early-identification-of-struggling-novice-programmers
