Skip to main content
Log in

Chinese language and students’ mathematics learning: a meta-analysis

  • Original Paper
  • Published:
ZDM – Mathematics Education Aims and scope Submit manuscript

Abstract

Research has revealed the extent and mechanism of the relation between language (dominated by alphabetic systems) and students’ mathematics learning, but when it comes to Chinese language (an orthographic system), nature remains elusive. In this meta-analysis we aim to quantify the size of the relation between Chinese language and mathematics and determine the mechanism under which the correlation works. With a random effect model, a moderate relation (r = 0.36, 95%CI [0.34, 0.38]) between Chinese language and mathematics was identified in 34 studies with 27 unique samples and 58,995 participants. Both dimensions of Chinese language and domains of mathematics were verified as significant moderators. Differences and commonalities of the relation between (Chinese) language and mathematics were discussed compared with existing meta-analyses. The findings suggested that consistent with alphabetic languages such as English, Chinese phonological processing, especially Rapid Automatic Naming (RAN) had the weakest correlation with mathematics, while oral comprehension and comprehensive language produced the strongest relations with mathematics; and Chinese language had the strongest correlation with comprehensive mathematics. Compared with alphabetic languages, Chinese language showed a stronger correlation with calculations; Chinese RAN showed a weaker correlation with mathematics, while Chinese orthographic-related skills produced a superior correlation with mathematics. Research implications were also suggested.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

References marked with an asterisk indicate studies included in the meta-analysis

  • Berch, D. B., Geary, D. C., & Koepke, K. M. (2018). Introduction: Language and culture in mathematical cognitive development. Language and culture in mathematical cognition (pp. 1–29). Academic Press.

    Google Scholar 

  • Berninger, V. W. (2000). Development of language by hand and its connections with language by ear, mouth, and eye. Topics in Language Disorders, 20, 65–84.

    Article  Google Scholar 

  • Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2005). Comprehensive meta-analysis version 3. Biostat.

    Google Scholar 

  • Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2021). Introduction to meta-analysis. John Wiley & Sons.

    Book  Google Scholar 

  • Cai, D., Li, Q. W., & Deng, C. P. (2013). Cognitive processing characteristics of 6th to 8th grade Chinese students with mathematics learning disability: Relationships among working memory, PASS processes, and processing speed. Learning and Individual Differences, 27, 120-127*.

    Article  Google Scholar 

  • Chan, B. M. Y., & Ho, C. S. H. (2010). The cognitive profile of Chinese children with mathematics difficulties. Journal of Experimental Child Psychology, 107(3), 260-279*.

    Article  Google Scholar 

  • Chen, P. (1993). Modern written Chinese in development. Language in Society, 22, 505–537.

    Article  Google Scholar 

  • Cheng, D., Yan, X., Gao, Z., Xu, K., & Chen, Q. (2017). Attention contributes to arithmetic deficits in new-onset childhood absence epilepsy. Frontiers in Psychiatry, 8, 166*.

    Article  Google Scholar 

  • Chow, J. C., & Ekholm, E. (2019). Language domains differentially predict mathematics performance in young children. Early Childhood Research Quarterly, 46, 179–186.

    Article  Google Scholar 

  • Chow, J. C., & Jacobs, M. (2016). The role of language in fraction performance: A synthesis of literature. Learning and Individual Differences, 47, 252–257.

    Article  Google Scholar 

  • Chung, K. K., Liu, H., McBride, C., Wong, A. M. Y., & Lo, J. C. (2017). How socioeconomic status, executive functioning and verbal interactions contribute to early academic achievement in Chinese children. Educational Psychology, 37(4), 402-420*.

    Article  Google Scholar 

  • Cohen, J., Cohen, P., West, S. G., & Aiken, L. S. (2013). Applied multiple regression/correlation analysis for the behavioral sciences. Routledge.

    Book  Google Scholar 

  • Cui, J., Georgiou, G. K., Zhang, Y., Li, Y., Shu, H., & Zhou, X. (2017). Examining the relationship between rapid automatized naming and arithmetic fluency in Chinese kindergarten children. Journal of Experimental Child Psychology, 154, 146-163*.

    Article  Google Scholar 

  • Cui, J., Zhang, Y., Wan, S., Chen, C., Zeng, J., & Zhou, X. (2019). Visual form perception is fundamental for both reading comprehension and arithmetic computation. Cognition, 189, 141-154*.

    Article  Google Scholar 

  • Deng, C. P., Silinskas, G., Wei, W., & Georgiou, G. K. (2015). Cross-lagged relationships between home learning environment and academic achievement in Chinese. Early Childhood Research Quarterly, 33, 12-20*.

    Article  Google Scholar 

  • Dowker, A., & Nuerk, H. C. (Eds.). (2017). Linguistic influences on mathematical cognition. Frontiers Media SA.

    Google Scholar 

  • Dowker, A., & Roberts, M. (2015). Does the transparency of the counting system affect children’s numerical abilities? Frontiers in Psychology, 6, 945.

    Article  Google Scholar 

  • Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997). Bias in meta-analysis detected by a simple, graphical test. BMJ, 315, 629–634.

    Article  Google Scholar 

  • Ernest, P. (1991). The philosophy of mathematics education. The Falmer Press.

    Google Scholar 

  • Fuchs, L. S., Fuchs, D., Compton, D. L., Hamlett, C. L., & Wang, A. Y. (2015). Is word-problem solving a form of text comprehension? Scientific Studies of Reading, 19(3), 204–223.

    Article  Google Scholar 

  • Galligan, L. (2001). Possible effects of English-Chinese language differences on the processing of mathematical text: A review. Mathematics Education Research Journal, 13(2), 112–132.

    Article  Google Scholar 

  • Geary, D. C., Nicholas, A., Li, Y., & Sun, J. (2017). Developmental change in the influence of domain-general abilities and domain-specific knowledge on mathematics achievement: An eight-year longitudinal study. Journal of Educational Psychology, 109, 680–693.

    Article  Google Scholar 

  • Georgiou, G. K., Parrila, R., & Kirby, J. R. (2009). RAN components and reading development from Grade 3 to Grade 5: What underlies their relationship? Scientific Studies of Reading, 13(6), 508–534.

    Article  Google Scholar 

  • Georgiou, G. K., Wei, W., Inoue, T., Das, J. P., & Deng, C. (2020a). Cultural influences on the relation between executive functions and academic achievement. Reading and Writing, 33(4), 991-1013*.

    Article  Google Scholar 

  • Georgiou, G. K., Wei, W., Inoue, T., & Deng, C. (2020b). Are the relations of rapid automatized naming with reading and mathematics accuracy and fluency bidirectional? Evidence from a 5-year longitudinal study with Chinese children. Journal of Educational Psychology, 112(8), 1506-1520*.

    Article  Google Scholar 

  • Halliday, M. A. K. (1978). Sociolinguistic aspects of mathematics education. In S. Sps (Ed.), Language as social semiotic: The social interpretation of language and meaning. Edward Arnold.

    Google Scholar 

  • He, Y. H. (2016). Meta-analysis and systematic review of the effects of language proficiency on students' mathematics learning outcomes. (Unpublished dissertation). Washington State University.

  • Hedges, L. V., Tipton, E., & Johnson, M. C. (2010). Robust variance estimation in meta-regression with dependent effect size estimates. Research Synthesis Methods, 1(1), 39–65.

    Article  Google Scholar 

  • Hoosain, R. (1991). Psycholinguistic implications for linguistic relativity: A case study of Chinese. Psychology Press.

    Google Scholar 

  • Huang, Q., Zhang, X., Liu, Y., Yang, W., & Song, Z. (2017). The contribution of parent–child numeracy activities to young Chinese children’s mathematical ability. British Journal of Educational Psychology, 87(3), 328-344*.

    Article  Google Scholar 

  • Kail, R., Hall, L. K., & Caskey, B. J. (1999). Processing speed, exposure to print, and naming speed. Applied Psycholinguistics, 20, 303–314.

    Article  Google Scholar 

  • Kao, H. S. R. (2000). Chinese calligraphic therapy. University of Hong Kong Press.

    Google Scholar 

  • Koponen, T., Georgiou, G., Salmi, P., Leskinen, M., & Aro, M. (2017). A meta-analysis of the relation between RAN and mathematics. Journal of Educational Psychology, 109(7), 977.

    Article  Google Scholar 

  • Korpershoek, H., Harms, T., de Boer, H., van Kuijk, M., & Doolaard, S. (2016). A meta-analysis of the effects of classroom management strategies and classroom management programs on students’ academic, behavioral, emotional, and motivational outcomes. Review of Educational Research, 86(3), 643–680.

    Article  Google Scholar 

  • Lai, M. Y. (2008). An exploratory study into Chinese and English speaking children's visual perception and their spatial and geometric conceptions in Piagetian tasks. (Thesis). The University of Hong Kong.

  • Li, C., & Nuttall, R. (2001). Writing Chinese and mathematics achievement: A study with Chinese-American undergraduates. Mathematics Education Research Journal, 13(1), 15–27.

    Article  Google Scholar 

  • Li, C., Nuttall, R. L., & Zhao, S. (1999). The effect of writing Chinese characters on success on the water-level task. Journal of Cross Cultural Psychology, 30(1), 91–105.

    Article  Google Scholar 

  • Li, K., Zhang, P., Hu, B. Y., Burchinal, M. R., Fan, X., & Qin, J. (2019). Testing the ‘thresholds’ of preschool education quality on child outcomes in China. Early Childhood Research Quarterly, 47, 445-456*.

    Article  Google Scholar 

  • Lin, D., Sun, H., & Zhang, X. (2016). Bidirectional relationship between visual spatial skill and Chinese character reading in Chinese kindergartners: A cross-lagged analysis. Contemporary Educational Psychology, 46, 94–100.

    Article  Google Scholar 

  • Lipsey, M. W., & Wilson, D. B. (2001). Practical meta-analysis. SAGE publications, Inc.

    Google Scholar 

  • Liu, C., Cheung, S. K., Chung, K. K. H., McBride, C., Lam, C. B., & Li, X. (2020). The roles of executive functioning and oral language skills in young Chinese children’s arithmetic competence. Learning and Individual Differences, 77, 101810*.

    Article  Google Scholar 

  • Liu, Y., Lin, D., & Zhang, X. (2016). Morphological awareness longitudinally predicts counting ability in Chinese kindergarteners. Learning and Individual Differences, 47, 215-221*.

    Article  Google Scholar 

  • McBride, C. A. (2016). Is Chinese special? Four aspects of Chinese literacy acquisition that might distinguish learning Chinese from learning alphabetic orthographies. Educational Psychology Review, 28(3), 523–549.

    Article  Google Scholar 

  • Mok, M. M. C., Zhu, J., & Law, C. L. K. (2017). Cross-lagged cross-subject bidirectional predictions among achievements in mathematics, English language and Chinese language of school children. Educational Psychology, 37(10), 1259-1280*.

    Article  Google Scholar 

  • Ng, S. S. N., & Rao, N. (2010). Chinese number words, culture, and mathematics learning. Review of Educational Research, 80(2), 180–206.

    Article  Google Scholar 

  • Paas, F., Renkl, A., & Sweller, J. (2003). Cognitive load theory and instructional design: Recent developments. Educational Psychologist, 38(1), 1–4.

    Article  Google Scholar 

  • Peng, P., Lin, X., Ünal, Z. E., Lee, K., Namkung, J., Chow, J., & Sales, A. (2020). Examining the mutual relations between language and mathematics: A meta-analysis. Psychological Bulletin, 146(7), 595.

    Article  Google Scholar 

  • Ren, L., & Zhang, X. (2020). Antecedents and consequences of organized extracurricular activities among Chinese preschoolers in Hong Kong. Learning and Instruction, 65, 101267*.

    Article  Google Scholar 

  • Rodic, M., Tikhomirova, T., Kolienko, T., Malykh, S., Bogdanova, O., Zueva, D. Y., Gynku, E. I., Wan, S., Zhou, X., & Kovas, Y. (2015). Spatial complexity of character-based writing systems and arithmetic in primary school: A longitudinal study. Frontiers in Psychology, 6, 333.

    Article  Google Scholar 

  • Rosenthal, R. (1979). The file drawer problem and tolerance for null results. Psychological Bulletin, 86(3), 638.

    Article  Google Scholar 

  • Singer, V., Strasser, K., & Cuadro, A. (2019). Direct and indirect paths from linguistic skills to arithmetic school performance. Journal of Educational Psychology, 111(3), 434.

    Article  Google Scholar 

  • Siok, W. T., & Fletcher, P. (2001). The role of phonological awareness and visual-orthographic skills in Chinese reading acquisition. Developmental Psychology, 37(6), 886.

    Article  Google Scholar 

  • Spearman, C. (1904). “General intelligence”, objectively determined and measured. The American Journal of Psychology, 15, 201–293.

    Article  Google Scholar 

  • Sun, X. H., & Bussi, M. G. B. (2018). Language and cultural issues in the teaching and learning of WNA. Building the foundation: Whole numbers in the primary grades (pp. 35–70). Springer.

    Chapter  Google Scholar 

  • Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285.

    Article  Google Scholar 

  • Tan, L. H., & Perfetti, C. A. (1998). Phonological codes as early sources of constraint in Chinese word identification: A review of current discoveries and theoretical accounts. Reading and Writing, 10(3), 165–200.

    Article  Google Scholar 

  • Tan, L. H., Spinks, J. A., Gao, J. H., Liu, H. L., Perfetti, C. A., Xiong, J. H., Stofer, K., Pu, Y. L., Liu, Y. J., & Fox, P. T. (2000). Brain activation in the processing of Chinese characters and words: A functional MRI study. Human Brain Mapping, 10(1), 16–27.

    Article  Google Scholar 

  • Tanner-Smith, E. E., Tipton, E., & Polanin, J. R. (2016). Handling complex meta-analytic data structures using robust variance estimates: A tutorial in R. Journal of Developmental and Life-Course Criminology, 2(1), 85–112.

    Article  Google Scholar 

  • Tipton, E. (2015). Small sample adjustments for robust variance estimation with meta-regression. Psychological Methods, 20(3), 375–393.

    Article  Google Scholar 

  • Van Rinsveld, A., Brunner, M., Landerl, K., Schiltz, C., & Ugen, S. (2015). The relation between language and arithmetic in bilinguals: Insights from different stages of language acquisition. Frontiers in Psychology, 6, 265.

    Google Scholar 

  • Vygotsky, L. (1986). Thought and language. MIT Press.

    Google Scholar 

  • Wagner, R. K., & Torgesen, J. K. (1987). The nature of phonological processing and its causal role in the acquisition of reading skills. Psychological Bulletin, 101(2), 192–212.

    Article  Google Scholar 

  • Wang, Y., Ye, X., & Deng, C. (2020). Exploring mechanisms of rapid automatized naming to arithmetic skills in Chinese primary schoolers. Psychology in the Schools, 57(4), 556-571*.

    Article  Google Scholar 

  • Wanless, S. B. (2008). Measuring behavioral regulation in young children. (Dissertation). Oregon State University.

  • Wanless, S. B., Kim, K. H., Zhang, C., Degol, J. L., Chen, J. L., & Chen, F. M. (2016). Trajectories of behavioral regulation for Taiwanese children from 3.5 to 6 years and relations to math and vocabulary outcomes. Early Childhood Research Quarterly, 34, 104-114*.

    Article  Google Scholar 

  • Wanless, S. B., McClelland, M. M., Acock, A. C., Chen, F. M., & Chen, J. L. (2011). Behavioral regulation and early academic achievement in Taiwan. Early Education & Development, 22(1), 1-28/.

    Article  Google Scholar 

  • Wei, W., Lu, H., Zhao, H., Chen, C., Dong, Q., & Zhou, X. (2012). Gender differences in children’s arithmetic performance are accounted for by gender differences in language abilities. Psychological Science, 23(3), 320–330.

    Article  Google Scholar 

  • Wei, W., Yuan, H., Chen, C., & Zhou, X. (2012). Cognitive correlates of performance in advanced mathematics. British Journal of Educational Psychology, 82(1), 157-181*.

    Article  Google Scholar 

  • Wong, M., & Evans, D. (2007). Improving basic multiplication fact recall for primary school students. Mathematics Education Research Journal, 19(1), 89–106.

    Article  Google Scholar 

  • Wong, R. S. M., Ho, F. K. W., Wong, W. H. S., Tung, K. T. S., Chow, C. B., Rao, N., Chan, K. L., & Ip, P. (2018). Parental involvement in primary school education: Its relationship with children’s academic performance and psychosocial competence through engaging children with school. Journal of Child and Family Studies, 27(5), 1544-1555*.

    Article  Google Scholar 

  • Wong, T. T. Y., & Ho, C. S. H. (2017). Component processes in arithmetic word-problem solving and their correlates. Journal of Educational Psychology, 109(4), 520-531*.

    Article  Google Scholar 

  • Xu, M., Baldauf, D., Chang, C. Q., Desimone, R., & Tan, L. H. (2017). Distinct distributed patterns of neural activity are associated with two languages in the bilingual brain. Science Advances, 3(7), e1603309.

    Article  Google Scholar 

  • Yang, X. (2019). Unique contributions of phonological processing skills to young children's mathematics and reading. (Dissertation). The Chinese University of Hong Kong.

  • Yang, X., & McBride, C. (2020). How do phonological processing abilities contribute to early Chinese reading and mathematics? Educational Psychology, 40(7), 893-911*.

    Article  Google Scholar 

  • Yang, X., McBride, C., Ho, C. S. H., & Chung, K. K. H. (2020). Longitudinal associations of phonological processing skills, Chinese word reading, and arithmetic. Reading and Writing, 33, 1679-1699*.

    Article  Google Scholar 

  • Yang, X., Zhang, X., Huo, S., & Zhang, Y. (2020). Differential contributions of cognitive precursors to symbolic versus non-symbolic numeracy in young Chinese children. Early Childhood Research Quarterly, 53, 208-216*.

    Article  Google Scholar 

  • Zhang, J., Cheung, S. K., Wu, C., & Meng, Y. (2018). Cognitive and affective correlates of Chinese children’s mathematical word problem solving. Frontiers in Psychology, 9, 2357*.

    Article  Google Scholar 

  • Zhang, J., Fan, X., Cheung, S. K., Meng, Y., Cai, Z., & Hu, B. Y. (2017). The role of early language abilities on math skills among Chinese children. PLoS ONE, 12(7), e0181074*.

    Article  Google Scholar 

  • Zhang, X. (2016). Linking language, visual-spatial, and executive function skills to number competence in very young Chinese children. Early Childhood Research Quarterly, 36, 178-189*.

    Article  Google Scholar 

  • Zhang, X. (2018). Name knowledge longitudinally predicts young Chinese children’s Chinese word reading and number competencies in a multilingual context. Learning and Individual Differences, 65, 176-186*.

    Article  Google Scholar 

  • Zhang, X., Hu, B. Y., Ren, L., & Fan, X. (2017). Pathways to reading, mathematics, and science: Examining domain-general correlates in young Chinese children. Contemporary Educational Psychology, 51, 366-377*.

    Article  Google Scholar 

  • Zhang, X., Hu, B. Y., Ren, L., & Fan, X. (2018). Sources of individual differences in young Chinese children’s reading and mathematics skill: A longitudinal study. Journal of School Psychology, 71, 122-137*.

    Article  Google Scholar 

  • Zhang, X., Hu, B. Y., Ren, L., & Zhang, L. (2019). Family socioeconomic status and Chinese children’s early academic development: Examining child-level mechanisms. Contemporary Educational Psychology, 59, 101792*.

    Article  Google Scholar 

  • Zhang, X., & Lin, D. (2015). Pathways to arithmetic: The role of visual-spatial and language skills in written arithmetic, arithmetic word problems, and nonsymbolic arithmetic. Contemporary Educational Psychology, 41, 188-197*.

    Article  Google Scholar 

  • Zhang, X., & Lin, D. (2017). Does growth rate in spatial ability matter in predicting early arithmetic competence? Learning and Instruction, 49, 232-241*.

    Article  Google Scholar 

  • Zhang, X., & Lin, D. (2018). Cognitive precursors of word reading versus arithmetic competencies in young Chinese children. Early Childhood Research Quarterly, 42, 55-65*.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Frederick K. S. Leung.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Lu, H., Leung, F.K.S. & Fan, Z. Chinese language and students’ mathematics learning: a meta-analysis. ZDM Mathematics Education 54, 513–528 (2022). https://doi.org/10.1007/s11858-022-01333-x

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11858-022-01333-x

Keywords

Navigation