Personalized learning has become an important and powerful paradigm catering for various needs, styles, preferences, and modes of learning. Several methods including task recommendations and path planning have recently emerged to effectively implement personalized learning using e-learning systems. The literature shows that the use of task…

Research shows that test method can exert a significant impact on test takers' performance and thereby contaminate test scores. We argue that common test method can exert the same effect as common stimuli and violate the conditional independence assumption of item response theory models because, in general, subsets of items which have a shared…

The relationship between motivation and EFL proficiency is an issue of great concern in previous research on foreign language learning. However, work in this area offers inconclusive evidence with regard to the directionality of their relations. Using cross-lagged structural equation modeling, this study investigated the directionality of the…