Xitao Fan’s research while affiliated with The University of Hong Kong and other places

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Publications (166)


Dyads Composed of Members with High Prior Knowledge are Most Conducive to Digital Game-based Collaborative Learning
  • Article

February 2025

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13 Reads

Computers & Education

Yang Gui

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Si Zhang

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Xitao Fan

Fig. 4 Standentized deleted residuals of effect sizes
Fig. 6 Funnel plot for the effect sizes
The overall analysis
Moderator analysis of moderators
STEM Outside of School: a Meta-Analysis of the Effects of Informal Science Education on Students' Interests and Attitudes for STEM
  • Article
  • Full-text available

September 2024

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145 Reads

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3 Citations

International Journal of Science and Mathematics Education

This meta-analysis explores the impact of informal science education experiences (such as after-school programs, enrichment activities, etc.) on students' attitudes towards, and interest in, STEM disciplines (Science, Technology, Engineering, and Mathematics). The research addresses two primary questions: (1) What is the overall effect size of informal science learning experiences on students' attitudes towards and interest in STEM? (2) How do various moderating factors (e.g., types of informal learning experience, student grade level, academic subjects, etc.) impact student attitudes and interests in STEM? The studies included in this analysis were conducted within the United States in K-12 educational settings, over a span of thirty years (1992–2022). The findings indicate a positive association between informal science education programs and student interest in STEM. Moreover, the variability in these effects is contingent upon several moderating factors, including the nature of the informal science program, student grade level, STEM subjects, publication type, and publication year. Summarized effects of informal science education on STEM interest are delineated, and the implications for research, pedagogy, and practice are discussed.

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Linking motivation and willingness to communicate in online L3 learning context: The influence of emotions and perceived positive language interaction

December 2023

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81 Reads

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4 Citations

International Journal of Applied Linguistics

The importance of "willingness to communicate" (WTC) in foreign language learning has been widely discussed. However , the current research on WTC mainly focuses on traditional classrooms, and there is insufficient attention to WTC in L3 online learning. This study explored the psychological process among motivation, WTC, foreign language enjoyment (FLE), foreign language classroom anxiety (FLCA), and perceived positive language interaction (PPLI). Based on data collected from 492 college students who were taking the online L3 course, results showed that: (1) L3 learners were somewhat willing to use L3 for communicating in online classes; (2) motivation was positively related to WTC; (3) FLE and FLCA mediated the relationship between motivation and WTC differently; (4) PPLI had moderating effects on both the relationship between FLE and WTC and between FLCA and WTC. Implications of online foreign language learning were discussed. K E Y W O R D S foreign language enjoyment, motivation, online language teaching and learning, third language (L3), willingness to communicate (WTC) Int J Appl Linguist. 2023;1-19.



Research framework
PRISMA diagram
Forest plot of meta-analysis 1 (game-based STEM learning vs. alternative activities in STEM learning)
Forest plot of meta-analysis 2 (enhancement effect of added game-design element over base game version)
Effectiveness of digital educational game and game design in STEM learning: a meta-analytic review

May 2023

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842 Reads

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51 Citations

International Journal of STEM Education

Digital educational games exhibit substantial promise in advancing STEM education. Nevertheless, the empirical evidence on both the efficacy of digital game-based learning and its designs in STEM education is characterized by notable inconsistencies. Therefore, the current study aimed to investigate (1) the general effect of digital game-based STEM learning over STEM learning without digital game, and (2) the enhancement effect of added game-design elements against base game versions in STEM learning. Two meta-analyses were conducted in this study. Based on the 136 effect sizes extracted from 86 studies, the first meta-analysis revealed a medium to large general effect of digital game-based STEM learning over conventional STEM learning (g = 0.624, 95% CI [0.457, 0.790]). In addition, digital game-based STEM learning appeared to be differentially effective for different learning outcome, different types of game, and different subject. A total of 44 primary studies and 81 effect sizes were identified in the second meta-analysis. The results revealed a small to medium enhancement effect of added game-design elements over base game versions (g = 0.301, 95% CI [0.163, 0.438]). Furthermore, our results indicated that the game-design elements added for content learning were more effective than those added for gaming experience. Possible explanations for these findings, as well as the limitations and directions for future research were discussed.


The relationship between trait emotional intelligence and disordered eating as mediated by body dissatisfaction and body image inflexibility

February 2023

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105 Reads

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4 Citations

Personality and Individual Differences

This study aimed to explore the relationship between trait emotional intelligence and disordered eating by proposing and testing the mediating roles of body dissatisfaction and body image inflexibility. A total of 500 Chinese adults (48.8 % women) completed questionnaires for assessing trait emotional intelligence, body dissatisfaction, body image inflexibility, and disordered eating. Correlation analyses were conducted to evaluate the relationships between the study variables. Mediation analysis was performed to examine the mediating roles of body dissatisfaction and body image inflexibility in the relationship between trait emotional intelligence and disordered eating. Multi-group analysis was further conducted to assess the invariance of the mediation model across men and women. Correlation analyses revealed significant bivariate relationships among the four study variables. In both men and women, the relationship between trait emotional intelligence and disordered eating was fully mediated by body dissatisfaction and body image inflexibility. Multi-group invariance analysis showed that this mediation model was invariant across men and women. The findings shed light on the potential mechanisms in the relationship between trait emotional intelligence and disordered eating. In developing interventions for reducing disordered eating, the findings of the current study may be considered to improve intervention effectiveness.



Associations Between Problematic Internet Use and Mental Health Outcomes of Students: A Meta-analytic Review

January 2023

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209 Reads

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70 Citations

Adolescent Research Review

The increasing prevalence of problematic internet use has heightened concerns about its adverse impact on internet users’ mental health. Despite reviews investigating the associations between problematic internet use and mental health outcomes, there is a lack of understanding of various aspects of students’ mental health. This study aimed to bridge this gap by providing a more comprehensive overall picture of this issue through a quantitative synthesis based on three-level random-effects meta-analytic models. In total, 223 studies with a cumulative total of 498,167 participants and 512 effect sizes were included in this synthesis. The results showed that problematic internet use was moderately and positively associated with depressive symptoms, anxiety, loneliness, and other mental health outcomes, and negatively related to subjective well-being. Moderator analyses revealed that several study features (i.e., school grade, region, measure of problematic internet use, publication year, and gender) could explain the variations in the findings across individual studies. These research results provide solid evidence for the link between problematic internet use and different mental health outcomes and have implications for future research and interventions on students’ problematic internet use.


Teacher–child interaction quality and Chinese children’s academic and cognitive development: New perspectives from piecewise growth modeling

August 2022

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89 Reads

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29 Citations

Early Childhood Research Quarterly

This longitudinal study utilized piecewise growth modeling to examine how teacher–child interaction quality contributed to children’s academic and cognitive growth in a stratified random sample of Chinese children. Data on the classroom teacher–child interaction quality (the three domains of the Classroom Assessment Scoring System: Emotional Support, Classroom Organization, and Instructional Support) and child outcomes (Chinese reading, native vocabulary, math, and executive functioning) were collected three times (T1, T2, and T3) during K2 through K3 years. Findings showed that the Instructional Support (IS) score at the second semester of kindergarten 2 (T1, K2-2) was significantly related to preschool K2-2 children’s initial levels of native vocabulary, math, and executive function scores. More importantly, IS predicted preschoolers’ math growth during Stages 1 (K2-2 to K3-1) and 2 (K3-1 to K3-2), and predicted executive function growth during Stage 2 (K3-1 to K3-2). Findings are discussed in the context of Chinese early childhood education policies and practice, as well as limitations and future research directions.


Citations (94)


... The educators of these programs may be certified teachers, but it is common for these programs to employ educators who do not have teaching credentials (Blanchard et al., 2020). These informal STEM experiences in afterschool and other out of school time spaces can have a positive effect on student interest in STEM (Chittum et al., 2017;Öndeş, 2024;Xia et al., 2024;Young et al., 2017) and STEM careers (Chittum et al., 2017;Dabney et al., 2012;Öndeş, 2024;Sahin et al., 2014;Wulf et al., 2010;Young et al., 2017;Xia et al., 2024), which are strong predictors for pursuing and obtaining a STEM degree (Maltese & Tai, 2010;Myint & Robnett, 2024;Tai et al., 2006;Zhao et al., 2024) A national study of afterschool STEM programming which explored 158 afterschool programs in 11 states found that STEM knowledge and practices had the strongest effect on young people's STEM attitudes and twenty-first century skills. However, this domain was the most difficult for afterschool STEM programs to master . ...

Reference:

Online Professional Development to Prepare Afterschool Educators to Teach an Elementary STEM Curriculum: Results of a Design and Evaluation Study
STEM Outside of School: a Meta-Analysis of the Effects of Informal Science Education on Students' Interests and Attitudes for STEM

International Journal of Science and Mathematics Education

... Numerous empirical studies in China have explored the relationship between parental migration and the well-being of left-behind children (LBC) across various dimensions, including physical (Gao et al., 2010;Tian et al., 2017), social (Hu et al., 2020;Shi et al., 2020Shi et al., , 2021, psychological (Zhao et al., 2016;Shi et al., 2021), and academic (Song et al., 2018;Gao et al., 2023) outcomes. A growing number of systematic reviews and meta-analyses have since been conducted to provide a comprehensive understanding of the overall impact of parental migration on mental health (Qin and Albin, 2010;Zhao and Yu, 2016;Chen et al., 2017;Hung et al., 2023), social adjustment Wang et al., 2024), and physical and nutritional well-being (Fellmeth et al., 2018;Chang et al., 2022). ...

Parent migration and rural preschool children's early academic and social skill trajectories in China: Are ‘left-behind’ children really left behind?
  • Citing Article
  • August 2022

Early Childhood Research Quarterly

... Learning differences in programming follow the same analysis discussed above, and it could be an unsettled issue. A meta-analysis indicated that men have more favorable attitudes towards using digital games than women, highlighting gender differences in attitudes towards games, including gamification [87]. ...

Do males have more favorable attitudes towards digital game use than Females: A Meta-Analytic review
  • Citing Article
  • May 2024

Children and Youth Services Review

... Previous studies have revealed that there may exist a negative, positive or nonexistent interference between different motivational self systems [34,35]. The results from many studies in Europe and Asia have shown that learning English as a second or third language can negatively affect one's motivation to learn LOTEs [6,16,17,36,37] because the global importance of English may detract from one's motivation to learn LOTEs. ...

Linking motivation and willingness to communicate in online L3 learning context: The influence of emotions and perceived positive language interaction
  • Citing Article
  • December 2023

International Journal of Applied Linguistics

... Traditional DGBL approaches, particularly linear or mission-based games, often rely on static resources and fixed learning paths, which may limit their adaptability to the specific needs of individual learners. This one-size-fits-all approach restricts the diversity of learning experiences and may fail to sustain learner motivation and engagement (Mao et al., 2024). Furthermore, the contextual settings within traditional DGBL tend to lack flexibility, limiting learners' ability to apply their knowledge to complex real-world scenarios and hampering the development of problem-solving skills (Chen et al., 2023). ...

The effects of dynamic and static feedback under tasks with different difficulty levels in digital game-based learning
  • Citing Article
  • September 2023

The Internet and Higher Education

... This approach is particularly relevant in STEM education, where traditional methods often struggle to effectively convey abstract and complex topics. According to a meta-analysis study by Gui et al. (2023), students using game-based learning significantly outperformed their counterparts using traditional learning methods across various academic settings, especially in STEM education. The study found that game-based learning not only enhanced cognitive skills, such as problem-solving and critical thinking but also fostered greater engagement and motivation among students, directly addressing the challenges faced by traditional learning methods. ...

Effectiveness of digital educational game and game design in STEM learning: a meta-analytic review

International Journal of STEM Education

... [2,3,6]. For example, body image flexibility has a negative correlation with negative psychological variables such as body dissatisfaction [7], eating disorders [8], unhealthy exercise behaviors [9], and motivation [10], as well as psychopathological symptoms [11]. On the other hand, it has a positive correlation with positive psychological variables, including body appreciation [12][13][14], intuitive eating [15,16], and life satisfaction [11]. ...

The relationship between trait emotional intelligence and disordered eating as mediated by body dissatisfaction and body image inflexibility
  • Citing Article
  • February 2023

Personality and Individual Differences

... In the context of education, Veletsianos defines technology as tools, technologies, innovations, and advances used in educational settings (Sembey et al., 2024). The advancement of information technology has transformed the way educational systems facilitate the communication and engagement between instructors, learners, and the learning process (Cai et al., 2023). The wide variety of modern information technologies has led to the development of numerous approaches aimed at enhancing student learning experiences. ...

The effect of feedback on academic achievement in technology-rich learning environments (TREs): A meta-analytic review
  • Citing Article
  • February 2023

Educational Research Review

... Studies have also found that general high use of internet is correlated with suicidal ideation (Kim, 2012;Carli et al., 2014;Young et al., 2024). Mental health in general has also shown to be affected by internet use, with empirical evidence supporting a correlation between problematic internet use and depressive symptoms, anxiety, and loneliness (Cai et al., 2023;Tang et al., 2021). ...

Associations Between Problematic Internet Use and Mental Health Outcomes of Students: A Meta-analytic Review

Adolescent Research Review

... Previous studies have shown that high-quality teacher-child interactions play an important role in children's development of academic skills such as language, science, and mathematics (e.g. Hu et al., 2020;Mashburn et al., 2008) and in the development of social-emotional skills such as prosocial behaviour, engagement, and self-regulation (e.g. Broekhuizen, Slot, van Aken, & Dubas, 2017;Castro, Granlund, & Almqvist, 2017). ...

Teacher–child interaction quality and Chinese children’s academic and cognitive development: New perspectives from piecewise growth modeling
  • Citing Article
  • August 2022

Early Childhood Research Quarterly