# Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists

> Research article (Cognitive Systems Research, 2024) · cited 156× · AI/ML

**Wikidata**: [openalex:W4396668454](https://www.wikidata.org/wiki/openalex:W4396668454)  
**Source**: https://4ort.xyz/entity/post-hoc-vs-ante-hoc-explanations-xai-design-guidelines-for-data-scientists