The effect of ICT use on students’ academic achievement continues to be debated. While positive, negative, and non-significant linear relationships have been reported in the literature, few studies have examined the non-linear relationship between ICT use and academic achievement. Guided by the Opportunity-Propensity framework, this study addressed this gap by examining the non-linear relationships between four types of ICT use and students’ academic achievement. A two-level multiple indicators multiple causes model was conducted using Mplus version 8.0 on a representative sample of 15-year-old Hong Kong secondary students (N = 6,037, mean age = 15.73 years, 48.9% girls) from 152 schools. The results showed a linear, negative link between ICT use at school and ∩-shape links between ICT use for outside-of-school learning (with the peak at the 50 percentile), ICT use for leisure (with the peak at the 80 percentile), and using ICT as a topic in social interactions (with the peak at the 1 percentile) and their academic achievement. These findings suggest that stakeholders should always take caution when promoting ICT use at school and ensure that its use does not interfere with students’ learning activities outside of school. Copyright © 2022 Elsevier.

Against the backdrop of the worldwide prevalence and importance of internationalisation in higher education, the mixed-methods study examined the relationships between tertiary-level learners' on-campus intercultural activity participation (e.g. intercultural talks and workshops), seven aspects of whole-person development (civic responsibility, cultural engagement, intellectual capacity, peer relationship, community care, leadership, and self-appreciation), and academic performance. A questionnaire was distributed to 518 participants studying at two universities in Hong Kong. No positive relationship was found between participation and academic achievement. However, participation was positively correlated with all aspects of whole-person development. Community care and cultural engagement had the strongest correlations with participation. Following an explanatory sequential design, 18 of these participants were invited for a follow-up interview to expound on the findings based on their experiences, observations and understanding of their peers. The article ends with a discussion of the findings and implications for intercultural learning and teaching in higher education. Copyright ©2021 Routledge.

Research on intrinsic and extrinsic future goals has mostly focused on their impact on wellbeing with relatively lesser attention being focused on key learning outcomes. This study investigates how the pursuit of different future goals (i.e., society-, family-, career-, wealth-, and fame-oriented goals) affects students' self-control, and whether self-control mediates the relationship between future goals and distal learning outcomes (i.e., students' affect to school and academic achievement 1 year later). The study adopted a longitudinal design involving 8,354 secondary students from 16 schools in Hong Kong. Students had to complete English and Mathematics achievement tests and answer questionnaires measuring the key variables. Structural equation modeling analysis indicated intrinsic future goals were more adaptive compared to extrinsic ones. In particular, results revealed the importance of society-oriented goal on self-control and distal learning outcomes. Theoretical and practical implications are discussed.
[Copyright of Psychology in the Schools is the property of John Wiley & Sons, Ltd.]

This study investigated the relationships between students' self-efficacy and self-concept for learning languages and students' academic achievement in learning English and Chinese. 1092 eighth to eleventh graders from four Hong Kong secondary schools completed questionnaires reporting their self-efficacy, self-concept and academic results for Chinese language and English language. Results indicated that Chinese language self-efficacy and self-concept were significant predictors for Chinese language learning achievements. English language self-efficacy and self-concept predicted both students' English and Chinese learning achievements. These results provide some support for both the domain specificity of self-efficacy and the internal/external frame of reference effect. There is also support for the notion that learning English language facilitates the learning of Chinese language but not the other way around.
[Copyright of Asia-Pacific Education Researcher is the property of Springer.]

Although the relationship between the classroom learning environment and academic achievement has been explored in subject-free and disciplinary subject contexts, research into this relationship is still lacking in the context of interdisciplinary subjects. This study investigated the relationship between the classroom learning environment and student achievement in an interdisciplinary subject (i.e. liberal studies) in Hong Kong secondary schools. The mediating role of critical thinking was also explored. The participants were 410 Hong Kong secondary school graduates. The structural equation modelling analyses indicated that (1) the Content aspect of the classroom learning environment had an effect on the achievement in liberal studies, and this effect was not mediated by critical thinking; (2) the Pedagogy aspect predicted critical thinking skills, which in turn predicted the achievement in liberal studies; (3) the Relation aspect had no significant effects on critical thinking skills and student achievement in liberal studies. Suggestions on enhancing students' high-order thinking skills and achievement in interdisciplinary subjects were provided.
[Copyright of Educational Studies is the property of Routledge.]

Many Hong Kong Chinese parents believe that music training enhances the academic achievement of their children. The current study investigates the relationship between the extent and outcome of students' music training, their perceptions of the value of the subjects they study and their academic achievement. A total of 286 students in Primary 4, 5 and 6 from one school in Hong Kong reported the extent and outcome of their music training, including the number of instruments they studied, the number of years spent training, highest grade and highest level achieved. For value, students completed a subscale of the Achievement Task Value Questionnaire to measure their "liking and interest," perceived "importance" and "usefulness" of their school subjects. A nested structural equation model showed that, for both boys and girls, the extent and outcome of music training positively predicts academic achievement in Chinese, English and mathematics. Furthermore, the model shows that for both boys and girls, students' perceived value of their school subjects negatively predicts academic achievement in Chinese, and age has a direct and negative effect on mathematics achievement. For girls, age positively moderates the extent and outcome of music training on academic achievement whereas the moderator effect of age on students' perceived value of academic subjects is non-significant. For boys, in contrast, the moderator effect of age on extent and outcome of music training is non-significant, whereas its effect on students' perceived value of academic subjects is negative. In broad terms, the results show that parents are justified in believing that music training is positively related to academic achievement. However, the results differ for boys and girls in connection to the role of age in this relationship.
[Copyright of Research Studies in Music Education is the property of Sage Publications Ltd.]

In recent years, research using learning analytics to predict learning outcomes has begun to increase. This emerging field of research advocates the use of readily-available data to inform teaching and learning. The current case study adopts a learning analytics approach to evaluate the online learning package of an academic English course in a university in Hong Kong. This study aims to (1) explore the completion pattern of use of the online learning package by students in a generic undergraduate academic skills course; and (2) predict student outcomes based on their online behaviour patterns. Over three academic years, the study examined usage logs for 7000+ students that were available on the university's learning management system. Student assessment component scores, online activity completion rates, and online behavioural patterns were identified and examined using descriptive analysis, bivariate correlation analysis, and multiple regression analysis. The findings reveal insights into different online learning behavioural patterns that would benefit blended course designers. For instance, some students started using the online learning package early in the semester but fulfilled only the minimum required online work, whereas others greatly exceeded the basic requirement and continued doing activities in the online package even after the semester had finished. The relationship between learning activities in the online package and assessment component grades was found to be weak but meaningful. A regression model was developed drawing on the completion rates to predict overall student scores, and this model successfully identified several specific factors, such as total number of attempts and performance in individual online learning activities, as predictors of the final course grade.
[Copyright of Electronic Journal of e-Learning is the property of Academic Conferences and Publishing International Ltd.]

在傳統尚學文化及近年高等教育擴張的影響下，香港家長對子女教育普遍抱有很高的期望。然而，本地大學學額供給不足、親子對教育持有不同期望似乎都是阻礙家長實現「望」子成龍夢的不利因素。為了幫助香港家長實現「望」子成龍的熱望，本研究從家長視角出發，試圖回答以下問題：（1）面對緊張的學額供給，香港家長本就很高的學歷期望是否仍對子女的學業有積極影響？（2）若家長可以使子女與自己懷有相同水平的教育期望，家長的期望是否更易實現？為回答上述問題，我們借鑑了地位取得、社會認知和社會資本理論，針對研究問題提出三種假設。接着，我們運用描述性統計方法和多元線性迴歸模型來分析本次研究所用「香港高中學生升學及就業志向研究」數據。數據分析結果最符合我們據社會資本理論提出的假設：家長教育期望與子女的學業成就呈正相關關係；而當我們控制了家長教育期望的影響時，一致的親子教育期望對子女的學業成績有額外的積極影響。Deeply influenced by the traditional Chinese culture that respects scholars and the rapid expansion of higher education in recent years, parents in Hong Kong generally hold high expectations for their children’s education. In fact, however, both the shortage of local university places and the parent-child difference in educational expectations are likely to prevent parents from achieving their expectations. To help Hong Kong parents reach their goals, this study aims to answer the following two questions from the perspective of parents. First, facing the fierce competition for university places in Hong Kong, do parents’ way-too-high educational expectations still have positive effects on children’s academic performance? Second, if parents can align their children’s educational expectations with their own, are their expectations more likely to be fulfilled? To answer these questions, we will propose three different hypotheses according to status attainment theory, social cognitive theory, and social capital theory. Then, we will use descriptive statistical methods and multiple linear regression models to analyze the data used in this study (i.e., Panel Study on the Career and Educational Orientations of the Senior High School Students in Hong Kong). The results of data analyses are largely in line with the hypothesis drawn from the social capital theory. Parents’ educational expectations are positively related to their children’s academic performance. When parents’ educational expectations are conditioned, the alignment of parents’ and children’s expectations is likely to have an additional

The benefits of parental involvement in children’s education have been well established but increasing evidence suggests that overparenting may have adverse effects on children. The question of whether excessive parental involvement hinders children’s academic and psychosocial development warrants further investigations. This study examined the associations of parental educational involvement at home and in school with academic performance and psychological health of 507 Chinese Grade 3 schoolchildren in Hong Kong. Parents reported on their level of involvement in children’s schooling and their children’s psychosocial issues. Children were surveyed to determine their school engagement, and their Chinese language and mathematics attainment was assessed. We also explored the underlying mechanism by testing children’s engagement with school as a mediator of the relationships. Our results showed that home-based parental educational involvement was positively associated with children’s language competence and psychosocial wellbeing, and the associations were linked through engaging children with school. However, the benefits reached a plateau at higher level of parental involvement in children’s learning at home. School-based parental involvement had an indirect effect on children’s prosocial behavior through school engagement. These findings highlight the significance of optimal level of parental involvement in children’s education at home for children’s development.
[Copyright of Journal of Child and Family Studies is the property of Springer Science & Business Media. Full article may be available at the publisher's website:
http://dx.doi.org/10.1007/s10826-017-1011-2]

The present study examined the relationships among grit, academic performance, perceived academic failure, and stress levels of Hong Kong associate degree students using path analysis. Three hundred and forty-five students from a community college in Hong Kong voluntarily participated in the study. They completed a questionnaire that measured their grit (operationalized as interest and perseverance) and stress levels. The students also provided their actual academic performance and evaluated their perception of their academic performance as a success or a failure. The results of the path analysis showed that interest and perseverance were negatively associated with stress, and only perceived academic failure was positively associated with stress. These findings suggest that psychological appraisal and resources are more important antecedents of stress than objective negative events. Therefore, fostering students' psychological resilience may alleviate the stress experienced by associate degree students or college students in general.
[Copyright of Journal of adolescence is the property of Academic Press.]