Intelligent learning systems in primary and secondary education: a systematic review (2014–2024)
Abstract
Introduction ILS are AI-enhanced educational technologies increasingly implemented in K-12 education. Methods We analyzed 72 peer-reviewed articles from Scopus and WoS (2014–2024) following PRISMA 2020 guidelines using systematic evidence synthesis and thematic analysis. Results Eighty-nine percentage of overall positive outcomes; ITS dominate (46%); regional and disciplinary variations identified. Discussion/conclusion Critical effectiveness factors identified; gaps in CT development and non-STEM research noted; longitudinal research needed.
Fields of Study & Subjects
Intelligent Tutoring Systems and Adaptive Learning
Online Learning and Analytics
Artificial Intelligence in Healthcare and Education
Publication details
- Journal / source
- Frontiers in Education
- Publisher
- Frontiers Media SA
- Volume
- 11
- Publication date
- 26 February 2026
- Language
- EN