Generating personalized learning pathways for e-learners is a critical issue in the field of e-learning as it plays a pivotal role in guiding learners towards the successful achievement of their learning objectives. The existing literature has proposed various methods from different perspectives to address this issue, including learner-based,…

This study innovates English network teaching by applying a refined Association Rule Mining (ARM) algorithm. It integrates an "interest" parameter into ARM, dynamically adapting content to individual learners' profiles, improving engagement and outcomes. Controlled experiments, spanning diverse online platforms, validate the ARM model's…

Most higher education institutions in the UK now offer some form of additional individual support for mathematics and statistics. Whilst numerous studies have shown mathematics support can improve grades and reduce failure rates, there is a lack of research on other outcomes of interest such as anxiety or confidence, and very little research…

This study investigated the feasibility and effectiveness of using a flipped classroom (FC) approach to combine self-regulated learning (SRL) instruction and out-of-class eLearning activities in a two-year reading intervention program to facilitate students' learning of classical Chinese reading. A total of 352 junior secondary students from three…

Purpose: The purpose of this study is to build a personalized learning intervention system, which can support students' personalized learning, improve teachers' teaching efficiency and students' learning effect. Design/methodology/approach: The research proposes a personalized learning intervention method based on a collaborative filtering…

Personalized learning stems from the idea that students benefit from instructional material tailored to their needs. Many online learning platforms purport to implement some form of personalized learning, often through on-demand tutoring or self-paced instruction, but to our knowledge none have a way to automatically explore for specific…

Some research has shown that using videos in online courses can promote learner's connection to the instructor (Banerjee et al., 2020). This quasi-experimental self-study aimed to explore the impact of brief three-minute instructor-generated videos in twin segments of an online graduate teacher education seminar focused on Globalization,…

Educational data mining and learning analytics have become a very important topic in the field of education technology. Many frameworks have been proposed for learning analytics which make it possible to identify learning behavior patterns or strategies. However, it is difficult to understand the reason why behavior patterns occur and why certain…

During the last decade, many governments and ed-tech companies have demonstrated an increased interest in digital personalised learning, which resulted in a variety of often game-like adaptive learning environments. However, there has been limited attention for the impact of these personalised learning technologies on children's learning…

Current online learning approaches are sometimes criticized for a "one-size-fits-all" approach and insufficient feedback, which may result in low levels of satisfaction and high dropout rates. To mitigate these shortcomings, we implemented a set of principles for designing personalized motivational feedback based on students' achievement…

The authors of this study examined a virtually delivered multimedia expository writing strategy via a single case multiple-baseline across participants design with three college students enrolled in a postsecondary program for students with intellectual and developmental disabilities. Participants responded to expository essay prompts at the…

This research aims to examine the impact of interactive online learning material on students' self-efficacy, prepared for achievements related to "digital rights and responsibility" in the Social Studies and Information Technologies and Software course. The study design is a quasi-experimental design with a pretest-posttest paired…

This study explored the effectiveness of an adaptive web-based learning tutorial designed to teach three modules of a college level introductory statistics course. Specifically, the impact of the tutorial on student knowledge, motivation, and study time was examined. One hundred thirty four college students were randomly assigned to study from…

Virtual learning and personalized learning have been at the forefront of education reform discussions for over a decade. Backed by almost $200 million philanthropic dollars from the Chan-Zuckerberg Initiative, the Gates Foundation, and others, Summit Public Schools has aggressively marketed its Summit Learning Platform to schools across the United…

The need for all students to have science, technology, engineering, arts, and mathematics (STEAM) experiences has translated into research examinations of what strategies and practices work in learning STEAM-related concepts and ideas. Through research, effective frameworks, strategies, and additional considerations have been identified for…