BECE. Newsletter Vol.7, No.1, 2021 929 Does Book-borrowing or Early-rising Benefit for Col- lege Students’ Academic Performance? By Du, S., Fei, Y.Q., He, M., & Hu, H. Correspondence to: Hu, H., Associate Professor, College of Teacher Education, Southwest University, China. Email: ethuhang@swu.edu.cn EHAVIORS like book-borrowing and early-rising relatively reflect the process of thinking development of college students’ self-efficacy con- sciousness and self-cognition adjustment. A study published in Distance Ed- ucation in China collected the log data of library book-borrowing and smart card consumption of 833 university students, constructing characteristic in- dex for learning performance, book-borrowing, and early-rising. Clustering and correlational analysis were administered to investigate the impact of book-borrowing and early-rising on learning performance as well as their re- lationship. Together with findings from the metacognition questionnaire sur- vey, the correlation between collective learning behavior and overall learning performance and metacognition was established. Findings from the study show that:  The two behaviors all correlate with learning performance through the mediating effect of metacognition.  Moreover, early-rising (the time and frequency of getting up early) reflects college students’ metacognitive experience and planning competence; also, early-rising is more correlated comparing to the rising pattern (the stability of getting up early).  As for book-borrowing, it reveals disparities in college students’ metacognitive thinking activities monitor and self-reflection; while reading speed shows greatest impact on learning perfor- mance, and the amount of book-borrowing and in-depth reading are conducive to knowledge and skill acquisition. Based on the analysis results, this article puts forward suggestions to improve learning activities and the learning environment:  Create a deep learning environment to stimulate college students’ self-learning initiative;  Optimize the way of knowledge dissemination to meet the indi- vidual reading needs of college students; B Vol.7, No.1, 2021 930  Change the role of the library and provide high-quality services for the development of discipline and specialty. Source: Distance Education in China, 2020; 2020(11): 47-58+77.