Pre‐class learning analytics in flipped classroom: Focusing on resource management strategy, procrastination and repetitive learning.

Background: Despite the many advantages of flipped learning, it is challenging for educators to ensure that students complete the pre‐class learning assignments before the in‐class session. Objectives: Using a learning analytics approach, this study analysed students' pre‐class video‐watching behaviour in flipped learning with a focus on learners' resource management strategies, procrastination, and repeated video‐watching. Methods: For the empirical study, three types of data (i.e., log data, survey and exam) were obtained from 70 undergraduate students who were enrolled in pre‐service teacher program designed in a flipped classroom including pre‐class videos and in‐class session. Results and conclusions: The findings showed significant differences between the non‐procrastination group and procrastination group in their video watching time and resource management strategies. Those who watched the pre‐class videos at home/dorm greatly outnumbered those who did not, and they performed better than students who watched the pre‐class videos in other locations. What are the major takeaways from the study?: This finding highlights the importance of resource management strategies in terms of the time and study environment to promote success in flipped learning courses. However, the number of times students accessed the pre‐class videos or watched the videos before class was not correlated with learning achievement. The reason for re‐watching pre‐class videos is a suggested future direction so instructors can design effective flipped learning courses. Lay Description: What is already known about this topic?: Flipped learning is a type of blended learning that combines two teaching and learning modes: face‐to‐face learning and online learning. The effectiveness of flipped learning has also been demonstrated in many empirical studies and meta‐analyses.Despite the many advantages of flipped learning, it is challenging to ensure that students complete the pre‐class materials before class.Data‐driven decisions based on the learning analytics approach can help instructors revise the in‐class activities more adoptively and individual learners can be more engaged in flipped learning. What this paper adds?: Using a learning analytics approach, this study analysed students' pre‐class video‐watching behaviour in flipped learning with a focus on learners' resource management strategies, procrastination, and repeated video‐watching.We also examined the correlations among pre‐class video‐watching behaviour variables and learning achievement.This study highlights the following: (1) The no‐procrastination group had better resource management strategies than the procrastination group; (2) students who watched pre‐class videos at home outperformed those who watched them in other locations: (3) the number of times students accessed pre‐class videos was not correlated with learning achievement; and (4) whether or not students watched pre‐class videos prior to the in‐class sessions was not correlated with learning achievement. Implications for practise and/or policy: Although flipped learning gives students considerable autonomy in terms of when and where to watch pre‐class videos at their convenience, it is necessary to help students develop resource management strategies by providing role models, best practises, and statistics in previous flipped learning classes.Research findings suggest that instructors should provide guidelines and learning strategies on how to review or repeat the pre‐class videos to improve the quality of learning.To encourage students to repeat the videos, the pre‐class videos should be short and concise. [ABSTRACT FROM AUTHOR]