Abstract
The purpose of this study was to examine academic subject and gender differences as well as their interaction in high school students’ self-regulated learning (SRL). Participants were 584 Chinese 10th graders from two high schools, who reported their SRL in language and mathematics learning. Results of two-way repeated-measures ANOVAs suggested that students’ level of SRL varied by academic subject and gender, and that there were also interactions between subject and gender on the SRL components. Results of two-group structural equation modelling (SEM) indicated that for both male and female students, intrinsic motivation and self-efficacy were strongly correlated with the use of various strategies, whereas extrinsic motivation was weakly correlated with the use of sporadic strategies in both subjects. Test anxiety was moderately correlated with the use of multiple strategies in language learning for male students, which is the case for female students in their math learning.
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References
Alexander, P. A., Dinsmore, D. L., Parkinson, M. M., & Winters, F. I. (2011). Self-regulated learning in academic domains. In B. Zimmerman & D. Schunk (Eds.), Handbook of self-regulation of learning and performance. Routledge.
Anderman, E. M., & Gray, D. L. (2017). The roles of schools and teachers in fostering competence motivation. In A. J. Elliot, C. S. Dweck, & D. S. Yeager (Eds.), Handbook of competence and motivation: Theory and application (pp. 604–619). Guilford Publications.
Bai, B., & Guo, W. (2018). Influences of self-regulated learning strategy use on self-efficacy in primary school students’ English writing in Hong Kong. Reading & Writing Quarterly, 34(6), 523–536. https://doi.org/10.1080/10573569.2018.1499058.
Çalık, B. (2014). The relationship between mathematics achievement emotions, mathematics self-efficacy, and self-regulated learning strategies among middle school students (Master’s thesis). Retrieved from https://open.metu.edu.tr/handle/11511/23869
Carr, M., Barned, N., & Otumfuor, B. (2016). Peers influence mathematics strategy use in early elementary school. International Journal of Educational Psychology, 5(1), 27–55. https://doi.org/10.17583/ijep.2016.1861.
Chen, F. F. (2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling, 14, 464–504. https://doi.org/10.1080/10705510701301834.
Daniel, G. R., Wang, C., & Berthelsen, D. (2016). Early school-based parent involvement, children’s self-regulated learning and academic achievement: An Australian longitudinal study. Early Childhood Research Quarterly, 36, 168–177. https://doi.org/10.1016/j.ecresq.2015.12.016.
Devine, A., Fawcett, K., Szűcs, D., & Dowker, A. (2012). Gender differences in mathematics anxiety and the relation to mathematics performance while controlling for test anxiety. Behavioral and Brain Functions, 8, 33–41. https://doi.org/10.1186/1744-9081-8-33.
Dinsmore, D. L. (2017). Examining the ontological and epistemic assumptions of research on metacognition, self-regulation and self-regulated learning. Educational Psychology, 37(9), 1125–1153. https://doi.org/10.1080/01443410.2017.1333575.
Dweck, C. (2014). Mindset: The new psychology of success. Random House.
Fisher, A. (2011). Critical thinking: An introduction. Cambridge University Press.
Grant, R. M., & Baden-Fuller, C. (2018). How to develop strategic management competency: Reconsidering the learning goals and knowledge requirements of the core strategy course. Academy of Management Learning & Education, 17(3), 322–338. https://doi.org/10.5465/amle.2017.0126.
Green, J., Martin, A. J., & Marsh, H. W. (2007). Motivation and engagement in English, mathematics and science high school subjects: Towards an understanding of multidimensional domain specificity. Learning and Individual Differences, 17(3), 269–279. https://doi.org/10.1016/j.lindif.2006.12.003.
Greene, J. A., Bolick, C. M., Jackson, W. P., Caprino, A. M., Oswald, C., & McVea, M. (2015). Domain-specificity of self-regulated learning processing in science and history. Contemporary Educational Psychology, 42, 111–128. https://doi.org/10.1016/j.cedpsych.2015.06.001.
Guo, W. J. (2017). The relationships between Chinese secondary teachers’ feedback and students’ self-regulated learning (Doctoral dissertation). The Chinese University of Hong Kong.
Guo, W., & Wei, J. (2019). Teacher feedback and students’ self-regulated learning in mathematics: A study of Chinese secondary students. The Asia-Pacific Education Researcher, 28(3), 265–275. https://doi.org/10.1007/s40299-019-00434-8.
Harel, G. (2008). What is mathematics? A pedagogical answer to a philosophical question. In B. Gold & R. Simons (Eds.), Proof and other dilemmas: Mathematics and philosophy (pp. 265–290). Mathematical Association of America.
Hoffman, B. (2015). Motivation for learning and performance. Elsevier.
Hornstra, L., van der Veen, I., & Peetsma, T. (2016). Domain-specificity of motivation: A longitudinal study in upper primary school. Learning and Individual Differences, 51, 167–178. https://doi.org/10.1016/j.lindif.2016.08.012.
Hrbáčková, K., & Hladík, J. (2017). Domain-specific context of students’ self-regulated learning in the preparation of helping professions. Procedia - Social and Behavioral Sciences, 29, 330–340. https://doi.org/10.1016/j.sbspro.2011.11.247.
Huang, C. (2013). Gender differences in academic self-efficacy: A meta-analysis. European Journal of Psychology of Education, 28, 1–35. https://doi.org/10.1007/s10212-011-0097-y.
Hutchison, D. (2009). Designing your sample efficiently: Clustering effects in education surveys. Educational Research, 51, 109–126. https://doi.org/10.1080/00131880802704806.
Jansen, M. (2015). Dimensional comparison theory: Paradoxical relations between self-beliefs and achievements in multiple domains. Learning and Instruction, 35, 16–32. https://doi.org/10.1016/j.learninstruc.2014.08.005.
Lau, K. L., & Ho, E. (2016). Reading performance and self-regulated learning of Hong Kong students: What we learnt from PISA 2009. The Asia-Pacific Education Researcher, 25, 159–171. https://doi.org/10.1007/s40299-015-0246-1.
Leite, W., & Beretvas, S. N. (2010). The performance of multiple imputation for Likert-type items with missing data. Journal of Modern Applied Statistical Methods, 9, 64–74. https://doi.org/10.22237/jmasm/1272686820.
Lu, Z., & Liu, M. (2011). Foreign language anxiety and strategy use: A study with Chinese undergraduate EFL learners. Journal of Language Teaching & Research, 2, 1298–1305. https://doi.org/10.4304/jltr.2.6.1298-1305.
Malmivuori, M. L. (2001). The dynamics of affect, cognition, and social environment in the regulation of personal learning processes: The case of mathematics. Helsinki University Press.
Marsh, H. W., Lüdtke, O., Nagengast, B., Trautwein, U., Abduljabbar, A. S., Abdelfattah, F., & Jansen, M. (2015). Dimensional comparison theory: Paradoxical relations between self-beliefs and achievements in multiple domains. Learning and Instruction, 35, 16–32. https://doi.org/10.1016/j.learninstruc.2014.08.005.
Martínez, J. J. R., Pérez, M. L. V., & Navarrete, J. H. (2015). Language learning strategy use by Spanish EFL students: The effect of proficiency level, gender, and motivation. Revista de Investigación Educativa, 34(1), 133–149. https://doi.org/10.6018/rie.34.1.232981.
Martirossian, A., & Hartoonian, A. (2015). Lowering foreign language anxiety through self-regulated learning strategy use. English Language Teaching, 8(12), 209–222. https://doi.org/10.5539/elt.v8n12p209.
McMillan, J. H. (2014). Classroom assessment: Principles and practice for effective standards-based instruction. Virginia Commonwealth University, Pearson.
Mega, C., Ronconi, L., & De Beni, R. (2014). What makes a good student? How emotions, self-regulated learning, and motivation contribute to academic achievement. Journal of Educational Psychology, 106(1), 121–131. https://doi.org/10.1037/a0033546.
Metallidou, P., & Vlachou, A. (2010). Children's self-regulated learning profile in language and mathematics: The role of task value beliefs. Psychology in the Schools, 47, 776–788. https://doi.org/10.1002/pits.20503.
Nigg, J. T. (2017). Annual research review: On the relations among self-regulation, self-control, executive functioning, effortful control, cognitive control, impulsivity, risk-taking, and inhibition for developmental psychopathology. Journal of Child Psychology and Psychiatry, 58(4), 361–383. https://doi.org/10.1111/jcpp.12675.
Passolunghi, M. C., Ferreira, T. I. R., & Tomasetto, C. (2014). Math–gender stereotypes and math-related beliefs in childhood and early adolescence. Learning and Individual Differences, 34, 70–76. https://doi.org/10.1016/j.lindif.2014.05.005.
Pintrich, P. R., Smith, D. A. F., Garcla, T., & McKeachie, W. J. (1991). A manual for the use of the motivated strategies for learning questionnaire (MSLQ). Office of Educational Research and Improvement.
Randi, J. (2017). Teaching and learning hand in hand: Adaptive teaching and self-regulated learning. Teachers College Record, 119, n13.
Rotgans, J. I., & Schmidt, H. G. (2009). Examination of the context-specific nature of self-regulated learning. Educational Studies, 35(3), 239–253. https://doi.org/10.1080/03055690802648051.
Rubin, D. B. (1987). Multiple imputation for nonresponse in surveys. Wiley.
Salahshour, F., Sharifi, M., & Salahshour, N. (2013). The relationship between language learning strategy use, language proficiency level and learner gender. Procedia-Social and Behavioral Sciences, 70, 634–643. https://doi.org/10.1016/j.sbspro.2013.01.103.
Schafer, J. L., & Graham, J. W. (2002). Missing data: Our view of the state of the art. Psychological Methods, 7, 147–177. https://doi.org/10.1037/1082-989X.7.2.147.
Shavelson, R. J., Hubner, J. J., & Stanton, G. C. (1976). Self-concept: Validation of construct interpretations. Review of Educational Research, 46(3), 407–441. https://doi.org/10.3102/00346543046003407.
Tseng, W.-T., Liu, H., & Nix, J.-M. L. (2017). Self-regulation in language learning: Scale validation and gender effects. Perceptual and Motor Skills, 124(2), 531–548. https://doi.org/10.1177/0031512516684293.
Virtanen, P., & Nevgi, A. (2010). Disciplinary and gender differences among higher education students in self-regulated learning strategies. Educational Psychology, 30(3), 323–347. https://doi.org/10.1080/01443411003606391.
Voyer, D., & Voyer, S. D. (2014). Gender differences in scholastic achievement: A meta-analysis. Psychological Bulletin, 140(4), 1–31. https://doi.org/10.1037/a0036620.
Whong, M. (2011). Language teaching: Linguistic theory in practice. Edinburgh University Press.
Winne, P., & Perry, N. (2000). Measuring self-regulated learning. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 532–566). Academic Press.
Wolters, C. A., & Pintrich, P. R. (1998). Contextual differences in student motivation and self-regulated learning in Mathematics, English, and social studies classrooms. Instructional Science, 26, 27–47. https://doi.org/10.1023/A:1003035929216.
Wong, L. L., & Nunan, D. (2011). The learning styles and strategies of effective language learners. System, 39, 144–163. https://doi.org/10.1016/j.system.2011.05.004.
Yamanaka, A., & Wu, L. Y. (2014). Rethinking trends in instructional objectives: Exploring the alignment of objectives with activities and assessment in higher education--a case study. International Journal of Instruction, 7(2), 75–88.
Yang, F., & Tu, M. (2019). Self-regulation of homework behaviour: Relating grade, gender, and achievement to homework management. Educational Psychology, 40(4), 392–408. https://doi.org/10.1080/01443410.2019.1674784.
Yeung, A. S., Lau, S., & Nie, Y. (2011). Primary and secondary students’ motivation in learning English: Grade and gender differences. Contemporary Educational Psychology, 36, 246–256. https://doi.org/10.1016/j.cedpsych.2011.03.001.
Zimmerman, B. J. (2008). Investigating self-regulation and motivation: Historical background, methodological developments, and future prospects. American Educational Research Journal, 45(1), 166–183. https://doi.org/10.3102/0002831207312909.
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Guo, W., Lau, K.L., Wei, . et al. Academic subject and gender differences in high school students’ self-regulated learning of language and mathematics. Curr Psychol 42, 7965–7980 (2023). https://doi.org/10.1007/s12144-021-02120-9
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DOI: https://doi.org/10.1007/s12144-021-02120-9