Background: Personalized learning (PL), conceptualized as an education innovation that tailors learning to meet diverse student needs, has drawn increased attention from different fields of study, such as education, learning sciences, and computer science. Regardless, there is a lack of a comprehensive understanding of PL instructional designs…

This paper outlines the findings of a review that examined the literature around current practice in one-to-one online tuition in schools and higher education. It summarizes the purposes, contexts, scope, and methods of 17 core studies identified through a systematic literature search. It then uses a conceptual framework focusing on pedagogical…