Abstract
Learning interest (internal driving motivation) and learning persistence (explicit behaviors) are important factors affecting students’ academic development, yet whether they operate reciprocally and how to bolster them are still issues requiring attention. This study aimed to examine the reciprocal relationship between learning interest and persistence as well as the potential mechanisms behind the relationship from the perspectives of internal self-regulation and external feedback (i.e., academic performance). 510 students (Mage = 13.71, SD = 1.77, 44.1% girls) were tracked for one year using questionnaires. Results showed that higher learning interest was linked to greater subsequent learning persistence and vice versa; and both predicted each other over time indirectly through academic performance and the multiple mediating paths from strategies for self-regulated learning behaviors to academic performance. Ancillary analysis verifies the robustness of these results. The findings not only provide evidence of a dynamic relationship between learning motivation and behaviors, highlighting the important role of positive performance feedback in leading to a benign cycle, but also contribute to understanding the potential avenue (i.e., teaching strategies for self-regulation) for optimizing student learning.
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The datasets generated and/or analyzed during the current study are not publicly available but are available from the corresponding author on reasonable request.
References
Ainley, M. (2006). Connecting with learning: Motivation, affect and cognition in interest processes. Educational Psychology Review, 18, 391–405. https://doi.org/10.1007/s10648-006-9033-0.
Ainley, M., Hidi, S., & Berndorff, D. (2002). Interest, learning, and the psychological processes that mediate their relationship. Journal of Educational Psychology, 94(3), 545–561. https://doi.org/10.1037/0022-0663.94.3.545.
Ajzen, I., & Fishbein, M. (2005). The influence of attitudes on behavior. In D. Albarracin, B. T. Johnson, & M. P. Zanna (Eds.), The handbook of attitudes (pp. 173‒221). Lawrence Erlbaum Associates
Alamos, P., Corbin, C. M., Klotz, M., Lowenstein, A. E., Downer, J. T., & Brown, J. L. (2022). Bidirectional associations among teachers’ burnout and classroom relational climate across an academic year. Journal of School Psychology, 95, 43–57. https://doi.org/10.1016/j.jsp.2022.09.001.
Alexander, P. A., & Grossnickle, E. M. (2016). Positioning interest and curiosity within a model of academic development. In K. R. Wentzel & D. B. Miele (Eds.), Handbook of motivation at school (pp. 188‒208). Routledge
Allen, D. (1999). Desire to finish college: An empirical link between motivation and persistence. Research in Higher Education, 40(4), 461–485. https://doi.org/10.1023/A:1018740226006.
Allen, J., & Robbins, S. B. (2008). Prediction of college major persistence based on vocational interests, academic preparation, and first-year academic performance. Research in Higher Education, 49(1), 62–79. https://doi.org/10.1007/s11162-007-9064-5.
Anderson, J. R. (1982). Acquisition of cognitive skill. Psychological Review, 89(4), 369–406. https://doi.org/10.1037/0033-295X.89.4.369.
Arbuckle, J.L. (1996). Full information estimation in the presence of incomplete data. In G.A. Marcoulides & R.E. Schumacker (Eds.), Advanced structural equation modeling (pp. 243–277). Mahwah, NJ: Lawrence Erlbaum Publishers
Arigiyati, T. A., Kusumaningrum, B., Maysaroh, I. L., Kuncoro, K. S., Pahmi, S., & Özsüt, B. (2023). The effect of self-regulated learning and learning interest on mathematics learning outcomes. Union: Jurnal Ilmiah Pendidikan Matematika, 11(2), 317–329. https://doi.org/10.30738/union.v11i2.15025.
Bartels, J. M., Magun-Jackson, S., & Ryan, J. J. (2010). Dispositional approach‒avoidance achievement motivation and cognitive self-regulated learning: The mediation of achievement goals. Individual Differences Research, 8(2), 97–110. https://www.researchgate.net/publication/237043550
Bem, D. J. (1967). Self-perception: An alternative interpretation of cognitive dissonance phenomena. Psychological Review, 74(3), 183–200. https://doi.org/10.1037/h0024835.
Ben-Eliyahu, A., & Linnenbrink-Garcia, L. (2015). Integrating the regulation of affect, behavior, and cognition into self-regulated learning paradigms among secondary and post-secondary students. Metacognition and Learning, 10(1), 15–42. https://doi.org/10.1007/s11409-014-9129-8.
Bleidorn, W., Hill, P. L., Back, M. D., Denissen, J. J. A., Hennecke, M., Hopwood, C. J., Jokela, M., Kandler, C., Lucas, R. E., Luhmann, M., Orth, U., Wagner, J., Wrzus, C., Zimmermann, J., & Roberts, B. (2019). The policy relevance of personality traits. American Psychologist, 74(9), 1056–1067. https://doi.org/10.1037/amp0000503.
Boekaerts, M. (1996). Self-regulated learning at the junction of cognition and motivation. European Psychologist, 1(2), 100–112. https://doi.org/10.1027/1016-9040.1.2.100.
Boekaerts, M., & Boscolo, P. (2002). Interest in learning, learning to be interested. Learning and Instruction, 12(4), 375–382. https://doi.org/10.1016/S0959-4752(01)00007-X.
Bücker, S., Nuraydin, S., Simonsmeier, B. A., Schneider, M., & Luhmann, M. (2018). Subjective well-being and academic achievement: A meta-analysis. Journal of Research in Personality, 74, 83–94. https://doi.org/10.1016/j.jrp.2018.02.007.
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.
Clark, K. N., & Malecki, C. K. (2019). Academic grit scale: Psychometric properties and associations with achievement and life satisfaction. Journal of School Psychology, 72, 49–66. https://doi.org/10.1016/j.jsp.2018.12.001.
Cole, D. A., & Maxwell, S. E. (2003). Testing mediational models with longitudinal data: Questions and tips in the use of structural equation modeling. Journal of Abnormal Psychology, 112(4), 558–577. https://doi.org/10.1037/0021-843X.112.4.558.
Collins, N. (2009). Motivation and self-regulated learning: Theory, research, and applications. The Journal of Higher Education, 80(4), 476–479. https://doi.org/10.1080/00221546.2009.11779027.
Curran, P. J., Obeidat, K., & Losardo, D. (2010). Twelve frequently asked questions about growth curve modeling. Journal of Cognition and Development, 11(2), 121–136. https://doi.org/10.1080/15248371003699969.
Davis, K. D., Winsler, A., & Middleton, M. (2006). Students’ perceptions of rewards for academic performance by parents and teachers: Relations with achievement and motivation in college. The Journal of Genetic Psychology, 167(2), 211–220. https://doi.org/10.3200/GNTP.167.2.211-220.
de Barba, P. G., Kennedy, G. E., & Ainley, M. D. (2016). The role of students’ motivation and participation in predicting performance in a MOOC. Journal of Computer Assisted Learning, 32(3), 218–231. https://doi.org/10.1111/jcal.12130.
Deci, E. L., & Ryan, R. M. (2000). The “what” and “why” of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227–268. https://doi.org/10.1207/S15327965PLI1104_01.
Duan, W., Sun, Q., Wang, M., Wu, C., & Chen, Z. (2022). The developmental cascades of prosocial behavior tendency, internalizing and externalizing problems for early adolescence in China: A within-person analysis. Acta Psychologica Sinica, 54(7), 813–827. https://doi.org/10.3724/SP.J.1041.2022.00813.
Duckworth, A. L., & Carlson, S. M. (2013). Self-regulation and school success. In B. W. Sokol, F. M. E. Grouzet, & U. Müller (Eds.), Self-regulation and autonomy: Social and developmental dimensions of human conduct (pp. 208‒230). Cambridge University Press
Edwards, A. R., & Beattie, R. L. (2016). Promoting student learning and productive persistence in developmental mathematics: Research frameworks informing the carnegie pathways. NADE Digest, 9(1), 30–39. https://files.eric.ed.gov/fulltext/EJ1097458
Elliott, E. S., & Dweck, C. S. (1988). Goals: An approach to motivation and achievement. Journal of Personality and Social Psychology, 54(1), 5 https://doi.org/10.1037/0022-3514.54.1.5.
Fredricks, J. A., Blumenfeld, P. C., & Paris, A. H. (2004). School engagement: Potential of the concept, state of the evidence. Review of Educational Research, 74, 59–109. https://doi.org/10.3102/00346543074001059.
Fryer, L. K., & Ainley, M. (2019). Supporting interest in a study domain: A longitudinal test of the interplay between interest, utility-value, and competence beliefs. Learning and Instruction, 60, 252–262. https://doi.org/10.1016/j.learninstruc.2017.11.002.
Goudas, M., Biddle, S., & Fox, K. (1994). Perceived locus of causality, goal orientations, and perceived competence in school physical education classes. British Journal of Educational Psychology, 64, 453–463. https://doi.org/10.1111/j.2044-8279.1994.tb01116.x.
Harackiewicz, J. M., Barron, K. E., Tauer, J. M., Carter, S. M., & Elliot, A. J. (2000). Short-term and long-term consequences of achievement goals: Predicting interest and performance over time. Journal of Educational Psychology, 92(2), 316–330. https://doi.org/10.1037/0022-0663.92.2.316.
Hardre, P. L., & Reeve, J. (2003). A motivational model of rural students’ intentions to persist in, versus drop out of, high school. Journal of Educational Psychology, 95(2), 347–356. https://doi.org/10.1037/0022-0663.95.2.347.
Hayes, A. F. (2013). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. Journal of Educational Measurement, 51(3), 335–337. https://doi.org/10.1111/jedm.12050.
Henk, C. M., & Castro-Schilo, L. (2016). Preliminary detection of relations among dynamic processes with two-occasion data. Structural Equation Modeling, 23(2), 180–193. https://doi.org/10.1080/10705511.2015.1030022.
Jiang, W., Xiao, Z., Liu, Y., Guo, K., Jiang, J., & Du, X. (2019). Reciprocal relations between grit and academic achievement: A longitudinal study. Learning and Individual Differences, 71, 13–22. https://doi.org/10.1016/j.lindif.2019.02.004.
Joo, Y. J., Joung, S., & Kim, J. (2014). Structural relationships among self-regulated learning, learning flow, satisfaction, and learning persistence in cyber universities. Interactive Learning Environments, 22(6), 752–770. https://www.learntechlib.org/p/152868/
Krapp, A. (2002). Structural and dynamic aspects of interest development: Theoretical considerations from an ontogenetic perspective. Learning and Instruction, 12(4), 383–409. https://doi.org/10.1016/S0959-4752(01)00011-1.
Krapp, A. (2007). An educational–psychological conceptualisation of interest. International Journal for Educational and Vocational Guidance, 7(1), 5–21. https://doi.org/10.1007/s10775-007-9113-9.
Lent, R. W., Miller, M. J., Smith, P. E., Watford, B. A., Lim, R. H., & Hui, K. (2016). Social cognitive predictors of academic persistence and performance in engineering: Applicability across gender and race/ethnicity. Journal of Vocational Behavior, 94, 79–88. https://doi.org/10.1016/j.jvb.2016.02.012.
Liu, Y. (2022). A unification and extension on the multivariate longitudinal models: Examining reciprocal effect and growth trajectory. Advances in Psychological Science, 29(10), 1755–1772. https://doi.org/10.3724/SP.J.1042.2021.01755.
Macan, T. H. (1994). Time management: Test of a process model. Journal of Applied Psychology, 79(3), 381–391. https://doi.org/10.1037/0021-9010.79.3.381.
Martin, A. J., & Marsh, H. W. (2008). Academic buoyancy: Towards an understanding of students’ everyday academic resilience. Journal of School Psychology, 46, 53–83. https://doi.org/10.1016/j.jsp.2007.01.002.
Martin, A., Ryan, R. M., & Brooks-Gunn, J. (2013). Longitudinal associations among interest, persistence, supportive parenting, and achievement in early childhood. Early Childhood Research Quarterly, 28(4), 658–667. https://doi.org/10.1016/j.ecresq.2013.05.003.
Orth, U., Clark, D. A., Donnellan, M. B., & Robins, R. W. (2021). Testing prospective effects in longitudinal research: Comparing seven competing cross-lagged models. Journal of Personality and Social Psychology, 120(4), 1013–1034. https://doi.org/10.1037/pspp0000358.
Padilla-Walker, L. M., Day, R. D., Dyer, W. J., & Black, B. C. (2013). Keep on keeping on, even when it’s hard!” Predictors and outcomes of adolescent persistence. The Journal of Early Adolescence, 33(4), 433–457. https://doi.org/10.1177/0272431612449387.
Pan, Y. Q. (2017). Long-term effects of choice of major, social support, learning engagement on college students’ interest in their major. Acta Psychologica Sinica, 49(12), 1513–1523. https://doi.org/10.3724/SP.J.1041.2017.01513.
Pekrun, R., Lichtenfeld, S., Marsh, H. W., Murayama, K., & Goetz, T. (2017). Achievement emotions and academic performance: Longitudinal models of reciprocal effects. Child Development, 88(5), 1653–1670. https://doi.org/10.1111/cdev.12704.
Pekrun, R., & Perry, R. P. (2014). Control‒value theory of achievement emotions. In R. Pekrun & L. Linnenbrink-Garcia (Eds.), Handbook of emotions in education (pp. 120‒141). Taylor & Francis
Perinelli, E., Pisanu, F., Checchi, D., Scalas, L. F., & Fraccaroli, F. (2022). Academic self-concept change in junior high school students and relationships with academic achievement. Contemporary Educational Psychology, 69, 102071 https://doi.org/10.1016/j.cedpsych.2022.102071.
Ployhart, R. E., & Vandenberg, R. J. (2010). Longitudinal research: The theory, design, and analysis of change. Journal of Management, 36(1), 94–120. https://doi.org/10.1177/0149206309352110.
Podsakoff, N. P., Spoelma, T. M., Chawla, N., & Gabriel, A. S. (2019). What predicts within-person variance in applied psychology constructs? An empirical examination. Journal of Applied Psychology, 104(6), 727–754. https://doi.org/10.1037/apl0000374.
Potvin, P., & Hasni, A. (2014). Analysis of the decline in interest towards school science and technology from grades 5 through 11. Journal of Science Education and Technology, 23, 784–802. https://doi.org/10.1007/s10956-014-9512-x.
Rieger, S., Göllner, R., Spengler, M., Trautwein, U., Nagengast, B., & Roberts, B. W. (2022). The persistence of students’ academic effort: The unique and combined effects of conscientiousness and individual interest. Learning and Instruction, 80, 101613 https://doi.org/10.1016/j.learninstruc.2022.101613.
Ross, L. L., Marchand, A. D., Cox, V. O., & Rowley, S. J. (2018). Racial identity as a context for African American Parents’ school trust and involvement and the impact on student preparation and persistence. Contemporary Educational Psychology, 55, 1–11. https://doi.org/10.1016/j.cedpsych.2018.07.003.
Sansone, C., & Thoman, D. B. (2005). Interest as the missing motivator in self-regulation. European Psychologist, 10(3), 175–186. https://doi.org/10.1027/1016-9040.10.3.175.
Sansone, C., Thoman, D. B., & Smith, J. L. (2010). Interest and self-regulation: Understanding individual variability in choices, efforts, and persistence over time. In R. Hoyle (Ed.), Handbook of personality and self-regulation (pp. 192–217). Blackwell
Schunk, D. H., & DiBenedetto, M. K. (2016). Self-efficacy theory in education. Wentzel, K. R., & Miele, D. B. (Ed.), Handbook of motivation at school (pp. 34‒54). Routledge
Schraw, G., Flowerday, T., & Lehman, S. (2001). Increasing situational interest in the classroom. Educational Psychology Review, 13(3), 211–224. https://doi.org/10.1023/A:1016619705184.
Senko, C., & Harackiewicz, J. M. (2005). Regulation of achievement goals: The role of competence feedback. Journal of Educational Psychology, 97(3), 320 https://doi.org/10.1037/0022-0663.97.3.320.
Skinner, E. A. (2016). Engagement and disaffection as central to processes of motivational resilience and development. In Handbook of motivation at school (pp. 145‒168). Routledge
Standage, M., Duda, J. L., & Ntoumanis, N. (2005). A test of self‐determination theory in school physical education. British Journal of Educational Psychology, 75(3), 411–433. https://doi.org/10.1348/000709904x22359.
Torgrimson, S. J., Tan, P. Z., & Grammer, J. K. (2021). Associations among response inhibition, motivational beliefs, and task persistence in early elementary school. Journal of Experimental Child Psychology, 208, 105141 https://doi.org/10.1016/j.jecp.2021.105141.
Vallerand, R. J., Pelletier, L. G., Blais, M. R., Bri-ere, N. M., Senecal, C., & Vallieries, E. F. (1992). The academic motivation scale: A measure of intrinsic, extrinsic, and amotivation in education. Educational and Psychological Measurement, 52, 1003–1019. https://doi.org/10.1177/0013164492052004025.
Voelkl, K. E. (2012). School identification. In S. L. Christenson, A. L. Reschly, & C. Wylie (Eds.), Handbook of research on student engagement (pp. 193–218). Springer
Vollmeyer, R., & Rheinberg, F. (2000). Does motivation affect performance via persistence? Learning and Instruction, 10(4), 293–309. https://doi.org/10.1016/S0959-4752(99)00031-6.
Wagner, J., Orth, U., Bleidorn, W., Hopwood, C. J., & Kandler, C. (2020). Towards an integrative model of sources of personality stability and change. Current Directions in Psychological Science, 29(5), 438–444. https://doi.org/10.1177/0963721420924751.
Wigfield, A., & Cambria, J. (2010). Students’ achievement values, goal orientations, and interest: Definitions, development, and relations to achievement outcomes. Developmental Review, 30(1), 1–35. https://doi.org/10.1016/j.dr.2009.12.001.
Williams, L. A., & Desteno, D. (2008). Pride and perseverance: The motivational role of pride. Journal of Personality and Social Psychology, 94(6), 1007–1017. https://doi.org/10.1037/0022-3514.94.6.1007.
Wolters, C. A., & Hussain, M. (2015). Investigating grit and its relations with college students’ self-regulated learning and academic achievement. Metacognition and Learning, 10, 293–311. https://doi.org/10.1007/s11409-014-9128-9.
Yang, C., Luo, L., Vadillo, M. A., Yu, R., & Shanks, D. R. (2021). Testing (quizzing) boosts classroom learning: A systematic and meta-analytic review. Psychological Bulletin, 147(4), 399–435. https://doi.org/10.1037/bul0000309.
Zhang, W., Zhang, L., Chen, L., Ji, L., & Deater‐Deckard, K. (2019). Developmental changes in longitudinal associations between academic achievement and psychopathological symptoms from late childhood to middle adolescence. Journal of Child Psychology and Psychiatry, 60(2), 178–188. https://doi.org/10.1111/jcpp.12927.
Zimmerman, B. J., & Schunk, D. H. (2001). Reflections on theories of self-regulated learning and academic achievement. In B. J. Zimmerman & D. H. Schunk (Eds.), Self-regulated learning and academic achievement: Theoretical perspectives (2nd ed., pp. 289–307). Lawrence Erlbaum Associates Publishers
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This study was supported by the Natural Science Foundation of China (72104031).
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XW participated in the design and coordination of the study, performed the statistical analysis, drafted the manuscript, and revised the manuscript; HL participated in the design of the study, drafted the manuscript, and revised the manuscript; LX participated in the design and interpretation of the data and helped to draft the manuscript; MY conceived of the study, participated in the design and coordination of the study, and helped to draft the manuscript. All authors read and approved the final manuscript.
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Wu, X., Liu, H., Xiao, L. et al. Reciprocal Relationship Between Learning Interest and Learning Persistence: Roles of Strategies for Self-Regulated Learning Behaviors and Academic Performance. J. Youth Adolescence (2024). https://doi.org/10.1007/s10964-024-01994-9
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DOI: https://doi.org/10.1007/s10964-024-01994-9