# Re‐envisioning the purpose of early warning systems: Shifting the mindset from student identification to meaningful prediction and intervention

> Research article (Review of Education, 2019) · cited 36× · AI/ML

**Wikidata**: [openalex:W2972624905](https://www.wikidata.org/wiki/openalex:W2972624905)  
**Source**: https://4ort.xyz/entity/reenvisioning-the-purpose-of-early-warning-systems-shifting-the-mindset-from-student-identification-to-meaningful-predic