AI-based personalized learning and academic performance in computing and engineering higher education: a systematic review and meta-analysis of controlled studies
The available controlled studies suggest a potentially beneficial association between AI-based personalized learning and academic performance in computing and engineering courses, but the magnitude and consistency of this association remain uncertain, and causal conclusions are not warranted.