Examining motivation profile differences across students’ mathematics identity, performance, and parents’ attitudes

Authors

DOI:

https://doi.org/10.31129/LUMAT.12.3.2232

Keywords:

mathematics, motivation, identity, primary education, parental attitudes

Abstract

Declining development in Finnish students’ mathematics performance has highlighted the importance of mathematics competence and motivation research. We used the person-centred approach to investigate Finnish third-, fourth-, and fifth-grade students’ mathematics motivation profiles. In addition, we explored differences between the motivation profiles regarding students’ mathematics identity, performance, and their parents’ mathematics-related attitudes. A latent profile analysis (LPA) based on 304 third-, fourth-, and fifth-grade students’ answers revealed three math-related motivation profiles: high motivation, high cost and moderate. Further investigation of the profiles showed that students’ higher mathematics identity is represented strongly in the high motivation group, as are students’ mathematics performance scores. Parents perceived low mathematics competence as highly expressed in those students belonging to the high cost profile. Results concerning students’ broader learning environment and previous results relevant to the Finnish educational system are discussed.

References

Anderson, R. (n.d.). Being a Mathematics Learner: Four Faces of Identity.

ASERT, Rice, L., Barth, J. M., Guadagno, R. E., Smith, G. P. A., & McCallum, D. M. (2013). The Role of Social Support in Students’ Perceived Abilities and Attitudes Toward Math and Science. Journal of Youth and Adolescence, 42(7), 1028–1040. https://doi.org/10.1007/s10964-012-9801-8 DOI: https://doi.org/10.1007/s10964-012-9801-8

Asparouhov, T., & Muthén, B. (n.d.). Auxiliary variables in mixture modelling: Using the BCH method in Mplus to estimate a distal outcome model and an arbitrary secondary model. Mplus Web Notes. Retrieved September 16, 2024, from https://www.statmodel.com/examples/webnotes/webnote21.pdf

Asparouhov, T., & Muthén, B. (2014). Auxiliary Variables in Mixture Modeling: Three-Step Approaches Using M plus. Structural Equation Modeling: A Multidisciplinary Journal, 21(3), 329–341. https://doi.org/10.1080/10705511.2014.915181 DOI: https://doi.org/10.1080/10705511.2014.915181

Aunola, K. (n.d.). Children’s and adolescents’ achievement strategies, school adjustment and family environment [University of Jyväskylä]. Retrieved September 16, 2024, from https://jyx.jyu.fi/handle/123456789/41823

Aunola, K., Nurmi, J.-E., Lerkkanen, M.-K., & Rasku-Puttonen, H. (2003). The Roles of Achievement-Related Behaviours and Parental Beliefs in Children’s Mathematical Performance. Educational Psychology, 23(4), 403–421. https://doi.org/10.1080/01443410303212 DOI: https://doi.org/10.1080/01443410303212

Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin, 88(3), 588–606. https://doi.org/10.1037/0033-2909.88.3.588 DOI: https://doi.org/10.1037//0033-2909.88.3.588

Beswick, K., Watt, H. M. G., Granziera, H., Geiger, V., & Fraser, S. (2023). Boys’ motivation profiles in mathematics: Relations with contextual factors, wellbeing and engagement in a boys-only school. ZDM – Mathematics Education, 55(2), 315–329. https://doi.org/10.1007/s11858-022-01464-1 DOI: https://doi.org/10.1007/s11858-022-01464-1

Burke, P. J., & Stets, J. E. (2009). Bases of Identities: Role, Group, and Person. In P. J. Burke & J. E. Stets (Eds.), Identity Theory (p. 0). Oxford University Press. https://doi.org/10.1093/acprof:oso/9780195388275.003.0024 DOI: https://doi.org/10.1093/acprof:oso/9780195388275.001.0001

Cleary, T. J., & Chen, P. P. (2009). Self-regulation, motivation, and math achievement in middle school: Variations across grade level and math context. Journal of School Psychology, 47(5), 291–314. https://doi.org/10.1016/j.jsp.2009.04.002 DOI: https://doi.org/10.1016/j.jsp.2009.04.002

Cribbs, J. D., Hazari, Z., Sonnert, G., & Sadler, P. M. (2015). Establishing an Explanatory Model for Mathematics Identity. Child Development, 86(4), 1048–1062. https://doi.org/10.1111/cdev.12363 DOI: https://doi.org/10.1111/cdev.12363

Csizér, K., & Dörnyei, Z. (2005). Language Learners’ Motivational Profiles and Their Motivated Learning Behavior: Language Learning Vol. 55, No. 4. Language Learning, 55(4), 613–659. https://doi.org/10.1111/j.0023-8333.2005.00319.x DOI: https://doi.org/10.1111/j.0023-8333.2005.00319.x

Davis‐Kean, P. E., Huesmann, L. R., Jager, J., Collins, W. A., Bates, J. E., & Lansford, J. E. (2008). Changes in the Relation of Self‐Efficacy Beliefs and Behaviors Across Development. Child Development, 79(5), 1257–1269. https://doi.org/10.1111/j.1467-8624.2008.01187.x DOI: https://doi.org/10.1111/j.1467-8624.2008.01187.x

Dietrich, J., & Lazarides, R. (2019). Gendered Development of Motivational Belief Patterns in Mathematics Across a School Year and Career Plans in Math-Related Fields. Frontiers in Psychology, 10, 1472. https://doi.org/10.3389/fpsyg.2019.01472 DOI: https://doi.org/10.3389/fpsyg.2019.01472

Dietrich, J., Moeller, J., Guo, J., Viljaranta, J., & Kracke, B. (2019). In-the-Moment Profiles of Expectancies, Task Values, and Costs. Frontiers in Psychology, 10, 1662. https://doi.org/10.3389/fpsyg.2019.01662 DOI: https://doi.org/10.3389/fpsyg.2019.01662

Eccles, J. (2009). Who Am I and What Am I Going to Do With My Life? Personal and Collective Identities as Motivators of Action. Educational Psychologist, 44(2), 78–89. https://doi.org/10.1080/00461520902832368 DOI: https://doi.org/10.1080/00461520902832368

Eccles, J. S., & Wigfield, A. (2020). From expectancy-value theory to situated expectancy-value theory: A developmental, social cognitive, and sociocultural perspective on motivation. Contemporary Educational Psychology, 61, 101859. https://doi.org/10.1016/j.cedpsych.2020.101859 DOI: https://doi.org/10.1016/j.cedpsych.2020.101859

Eccles [Parsons], J., Adler, T. F., Futterman, R., Goff, S. B., Kaczala, C. M., Meece, J. L., & Midgley, C. (1983). Expectations, values, and academic behaviours. In J. T. Spence (Ed.), Achievement and achievement motives: Psychological and sociological approaches. Freeman.

Fan, X., & Chen, M. (2001). [No title found]. Educational Psychology Review, 13(1), 1–22. https://doi.org/10.1023/A:1009048817385 DOI: https://doi.org/10.1023/A:1009048817385

Ferguson, S. L., G. Moore, E. W., & Hull, D. M. (2020). Finding latent groups in observed data: A primer on latent profile analysis in Mplus for applied researchers. International Journal of Behavioral Development, 44(5), 458–468. https://doi.org/10.1177/0165025419881721 DOI: https://doi.org/10.1177/0165025419881721

Finnish education in a nutshell. (n.d.).

Gottfried, A. E., Marcoulides, G. A., Gottfried, A. W., Oliver, P. H., & Guerin, D. W. (2007). Multivariate latent change modeling of developmental decline in academic intrinsic math motivation and achievement: Childhood through adolescence. International Journal of Behavioral Development, 31(4), 317–327. https://doi.org/10.1177/0165025407077752 DOI: https://doi.org/10.1177/0165025407077752

Guo, J., Marsh, H. W., Parker, P. D., Morin, A. J. S., & Yeung, A. S. (2015). Expectancy-value in mathematics, gender and socioeconomic background as predictors of achievement and aspirations: A multi-cohort study. Learning and Individual Differences, 37, 161–168. https://doi.org/10.1016/j.lindif.2015.01.008 DOI: https://doi.org/10.1016/j.lindif.2015.01.008

Hannula, M., & Laakso, J. (2011). The Structure of Mathematics Related Beliefs, Attitudes and Motivation among Finnish Grade 4 and Grade 8 Students.

Hannula, M. S., Bofah, E., Tuohilampi, L., & Metsämuuronen, J. (2014). A Longitudinal Analysis of the Relationship between Mathematics-Related Affect and Achievement in Finland. In S. Oesterle, International Group for the Psychology of Mathematics Education, & International Group for the Psychology of Mathematics Education (Eds.), Proceedings of the 38th conference of the International Group for the Psychology of Mathematics Education and the 36th Conference of the North American Chapter of the Psychology of Mathematics Education: Vancouver, Canada, July 15-20,2014. 3: Susan Oesterle. International Group for the Psychology of Mathematics Education.

Hannula, M. S., Di Martino, P., Pantziara, M., Zhang, Q., Morselli, F., Heyd-Metzuyanim, E., Lutovac, S., Kaasila, R., Middleton, J. A., Jansen, A., & Goldin, G. A. (2016). Attitudes, Beliefs, Motivation, and Identity in Mathematics Education: An Overview of the Field and Future Directions. In M. S. Hannula, P. Di Martino, M. Pantziara, Q. Zhang, F. Morselli, E. Heyd-Metzuyanim, S. Lutovac, R. Kaasila, J. A. Middleton, A. Jansen, & G. A. Goldin, Attitudes, Beliefs, Motivation and Identity in Mathematics Education (pp. 1–35). Springer International Publishing. https://doi.org/10.1007/978-3-319-32811-9_1 DOI: https://doi.org/10.1007/978-3-319-32811-9_1

Hattie, J. (2008). Visible Learning (0 ed.). Routledge. https://doi.org/10.4324/9780203887332 DOI: https://doi.org/10.4324/9780203887332

Hazari, Z., Sonnert, G., Sadler, P. M., & Shanahan, M. (2010). Connecting high school physics experiences, outcome expectations, physics identity, and physics career choice: A gender study. Journal of Research in Science Teaching, 47(8), 978–1003. https://doi.org/10.1002/tea.20363 DOI: https://doi.org/10.1002/tea.20363

Heller, N. S. (n.d.). To be or not to be a Math Person: Math Identity Dissonance in Ninth Grade Students.

Jacobs, J. E., & Eccles, J. S. (2000). Parents, task values, and Real-Life achievement-related choices. In Intrinsic and Extrinsic Motivation (pp. 405–439). Elsevier. https://doi.org/10.1016/B978-012619070-0/50036-2 DOI: https://doi.org/10.1016/B978-012619070-0/50036-2

Keller, L., Preckel, F., Eccles, J. S., & Brunner, M. (2022). Top-performing math students in 82 countries: An integrative data analysis of gender differences in achievement, achievement profiles, and achievement motivation. Journal of Educational Psychology, 114(5), 966–991. https://doi.org/10.1037/edu0000685 DOI: https://doi.org/10.1037/edu0000685

Lazarides, R., Viljaranta, J., Aunola, K., & Nurmi, J.-E. (2018). Teacher ability evaluation and changes in elementary student profiles of motivation and performance in mathematics. Learning and Individual Differences, 67, 245–258. https://doi.org/10.1016/j.lindif.2018.08.010 DOI: https://doi.org/10.1016/j.lindif.2018.08.010

Lee, J., & Stankov, L. (2018). Non-cognitive predictors of academic achievement: Evidence from TIMSS and PISA. Learning and Individual Differences, 65, 50–64. https://doi.org/10.1016/j.lindif.2018.05.009 DOI: https://doi.org/10.1016/j.lindif.2018.05.009

Levine, S. C., & Pantoja, N. (2021). Development of children’s math attitudes: Gender differences, key socializers, and intervention approaches. Developmental Review, 62, 100997. https://doi.org/10.1016/j.dr.2021.100997 DOI: https://doi.org/10.1016/j.dr.2021.100997

Martin, A. J. (2009). Motivation and Engagement Across the Academic Life Span: A Developmental Construct Validity Study of Elementary School, High School, and University/College Students. Educational and Psychological Measurement, 69(5), 794–824. https://doi.org/10.1177/0013164409332214 DOI: https://doi.org/10.1177/0013164409332214

Meece, J. L., & Holt, K. (1993). A pattern analysis of students’ achievement goals. Journal of Educational Psychology, 85(4), 582–590. https://doi.org/10.1037/0022-0663.85.4.582 DOI: https://doi.org/10.1037//0022-0663.85.4.582

Mejía-Rodríguez, A. M., Luyten, H., & Meelissen, M. R. M. (2021). Gender Differences in Mathematics Self-concept Across the World: An Exploration of Student and Parent Data of TIMSS 2015. International Journal of Science and Mathematics Education, 19(6), 1229–1250. https://doi.org/10.1007/s10763-020-10100-x DOI: https://doi.org/10.1007/s10763-020-10100-x

Metsämuuronen, J. (n.d.). PERUSOPETUKSEN MATEMATIIKAN OPPIMISTULOSTEN PITKITTÄISARVIOINTI VUOSINA 2005−2012.

Middleton, J. A., & Spanias, P. A. (1999). Motivation for Achievement in Mathematics: Findings, Generalizations, and Criticisms of the Research. Journal for Research in Mathematics Education, 30(1), 65. https://doi.org/10.2307/749630 DOI: https://doi.org/10.2307/749630

Miller, R. S., & Wang, M.-T. (2019). Cultivating Adolescents’ Academic Identity: Ascertaining the Mediating Effects of Motivational Beliefs Between Classroom Practices and Mathematics Identity. Journal of Youth and Adolescence, 48(10), 2038–2050. https://doi.org/10.1007/s10964-019-01115-x DOI: https://doi.org/10.1007/s10964-019-01115-x

Mohr‐Schroeder, M. J., Jackson, C., Cavalcanti, M., Jong, C., Craig Schroeder, D., & Speler, L. G. (2017). Parents’ Attitudes Toward Mathematics and the Influence on Their Students’ Attitudes toward Mathematics: A Quantitative Study. School Science and Mathematics, 117(5), 214–222. https://doi.org/10.1111/ssm.12225 DOI: https://doi.org/10.1111/ssm.12225

Muthén, B., & Asparouhov, T. (2012). Bayesian structural equation modeling: A more flexible representation of substantive theory. Psychological Methods, 17(3), 313–335. https://doi.org/10.1037/a0026802 DOI: https://doi.org/10.1037/a0026802

Oppermann, E., Vinni-Laakso, J., Juuti, K., Loukomies, A., & Salmela-Aro, K. (2021a). Elementary school students’ motivational profiles across Finnish language, mathematics and science: Longitudinal trajectories, gender differences and STEM aspirations. Contemporary Educational Psychology, 64, 101927. https://doi.org/10.1016/j.cedpsych.2020.101927 DOI: https://doi.org/10.1016/j.cedpsych.2020.101927

Parsons, J. E., Adler, T. F., & Kaczala, C. M. (1982). Socialization of Achievement Attitudes and Beliefs: Parental Influences. Child Development, 53(2), 310. https://doi.org/10.2307/1128973 DOI: https://doi.org/10.2307/1128973

Peixoto, F., Radišić, J., Krstić, K., Hansen, K. Y., Laine, A., Baucal, A., Sõrmus, M., & Mata, L. (2023). Contribution to the Validation of the Expectancy-Value Scale for Primary School Students. Journal of Psychoeducational Assessment, 41(3), 343–350. https://doi.org/10.1177/07342829221144868 DOI: https://doi.org/10.1177/07342829221144868

Perez, T., Wormington, S. V., Barger, M. M., Schwartz‐Bloom, R. D., Lee, Y., & Linnenbrink‐Garcia, L. (2019). Science expectancy, value, and cost profiles and their proximal and distal relations to undergraduate science, technology, engineering, and math persistence. Science Education, 103(2), 264–286. https://doi.org/10.1002/sce.21490 DOI: https://doi.org/10.1002/sce.21490

Petersen, J. L., & Hyde, J. S. (2017). Trajectories of self-perceived math ability, utility value and interest across middle school as predictors of high school math performance. Educational Psychology, 37(4), 438–456. https://doi.org/10.1080/01443410.2015.1076765 DOI: https://doi.org/10.1080/01443410.2015.1076765

PISA 12: Ensituloksia—Research portal—Converis—University of Jyväskylä. (n.d.). Retrieved September 21, 2024, from https://converis.jyu.fi/converis/portal/detail/Publication/23157615

PISA 2015 Results in Focus (PISA in Focus 67; PISA in Focus, Vol. 67). (2016). https://doi.org/10.1787/aa9237e6-en

Priess-Groben, H. A., & Hyde, J. S. (2017). Implicit Theories, Expectancies, and Values Predict Mathematics Motivation and Behavior across High School and College. Journal of Youth and Adolescence, 46(6), 1318–1332. https://doi.org/10.1007/s10964-016-0579-y DOI: https://doi.org/10.1007/s10964-016-0579-y

R Anderson. (n.d.). Being a Mathematics Learner: Four Faces of Identity. Mathematics Educator, 17(1), 7–14.

Radišić, J., & Jensen, F. (2021). 5. Norske 9.-trinnselevers motivasjon for naturfag og matematikk – en latent profilanalyse av TIMSS 2019. In Med blikket mot naturfag (pp. 103–139). Universitetsforlaget. https://doi.org/10.18261/9788215045108-2021-05 DOI: https://doi.org/10.18261/9788215045108-2021-05

Radišić, J., Krstić, K., Blažanin, B., Mićić, K., Baucal, A., Peixoto, F., & Schukajlow, S. (2024). Am I a math person? Linking math identity with students’ motivation for mathematics and achievement. European Journal of Psychology of Education, 39(2), 1513–1536. https://doi.org/10.1007/s10212-024-00811-y DOI: https://doi.org/10.1007/s10212-024-00811-y

Ratelle, C. F., Guay, F., Vallerand, R. J., Larose, S., & Senécal, C. (2007). Autonomous, controlled, and amotivated types of academic motivation: A person-oriented analysis. Journal of Educational Psychology, 99(4), 734–746. https://doi.org/10.1037/0022-0663.99.4.734 DOI: https://doi.org/10.1037/0022-0663.99.4.734

Raufelder, D., Hoferichter, F., Hirvonen, R., & Kiuru, N. (2022). How students’ motivational profiles change during the transition from primary to lower secondary school. Contemporary Educational Psychology, 71, 102117. https://doi.org/10.1016/j.cedpsych.2022.102117 DOI: https://doi.org/10.1016/j.cedpsych.2022.102117

Rautanen, P., Soini, T., Pietarinen, J., & Pyhältö, K. (2021). Primary school students’ perceived social support in relation to study engagement. European Journal of Psychology of Education, 36(3), 653–672. https://doi.org/10.1007/s10212-020-00492-3 DOI: https://doi.org/10.1007/s10212-020-00492-3

Rogelberg, S. L., Starrett, A., Irvin, M. J., & DiStefano, C. (2021). Examining motivation profiles within and across socioeconomic levels on educational outcomes. International Journal of Educational Research, 109, 101846. https://doi.org/10.1016/j.ijer.2021.101846 DOI: https://doi.org/10.1016/j.ijer.2021.101846

Rosenzweig, E. Q., Wigfield, A., & Eccles, J. S. (2022). Beyond utility value interventions: The why, when, and how for next steps in expectancy-value intervention research. Educational Psychologist, 57(1), 11–30. https://doi.org/10.1080/00461520.2021.1984242 DOI: https://doi.org/10.1080/00461520.2021.1984242

Rudnev. (2019, May 1). Alignment method for measurement invariance: Tutorial. Elements of Cross-Cultural Research. https://maksimrudnev.com/2019/05/01/alignment-tutorial/

Rueger, S. Y., Malecki, C. K., & Demaray, M. K. (2010). Relationship Between Multiple Sources of Perceived Social Support and Psychological and Academic Adjustment in Early Adolescence: Comparisons Across Gender. Journal of Youth and Adolescence, 39(1), 47–61. https://doi.org/10.1007/s10964-008-9368-6 DOI: https://doi.org/10.1007/s10964-008-9368-6

Salonen, R. V., & Hannula, M. S. (2022). Matematiikan osaamistaso ja matemaattisen minäkäsityksen kehitys alakoulusta toiselle asteelle. LUMAT: International Journal on Math, Science and Technology Education, 10(1). https://doi.org/10.31129/LUMAT.10.1.1732 DOI: https://doi.org/10.31129/LUMAT.10.1.1732

Schukajlow, S., Rakoczy, K., & Pekrun, R. (2017). Emotions and motivation in mathematics education: Theoretical considerations and empirical contributions. ZDM, 49(3), 307–322. https://doi.org/10.1007/s11858-017-0864-6 DOI: https://doi.org/10.1007/s11858-017-0864-6

Schukajlow, S., Rakoczy, K., & Pekrun, R. (2023). Emotions and motivation in mathematics education: Where we are today and where we need to go. ZDM – Mathematics Education, 55(2), 249–267. https://doi.org/10.1007/s11858-022-01463-2 DOI: https://doi.org/10.1007/s11858-022-01463-2

Shen, C. (2002). Revisiting the Relationship Between Students’ Achievement and their Self-perceptions: A cross-national analysis based on TIMSS 1999 data. Assessment in Education: Principles, Policy & Practice, 9(2), 161–184. https://doi.org/10.1080/0969594022000001913 DOI: https://doi.org/10.1080/0969594022000001913

Simpkins, S. D. (2015). ABSTRACT. Monographs of the Society for Research in Child Development, 80(2). https://doi.org/10.1111/mono.12156 DOI: https://doi.org/10.1111/mono.12156

Spurk, D., Hirschi, A., Wang, M., Valero, D., & Kauffeld, S. (2020). Latent profile analysis: A review and “how to” guide of its application within vocational behavior research. Journal of Vocational Behavior, 120, 103445. https://doi.org/10.1016/j.jvb.2020.103445 DOI: https://doi.org/10.1016/j.jvb.2020.103445

The Performance of RMSEA in Models With Small Degrees of Freedom—David A. Kenny, Burcu Kaniskan, D. Betsy McCoach, 2015. (n.d.). Retrieved September 23, 2024, from https://journals.sagepub.com/doi/10.1177/0049124114543236

Trujillo, G., & Tanner, K. D. (2014). Considering the Role of Affect in Learning: Monitoring Students’ Self-Efficacy, Sense of Belonging, and Science Identity. CBE—Life Sciences Education, 13(1), 6–15. https://doi.org/10.1187/cbe.13-12-0241 DOI: https://doi.org/10.1187/cbe.13-12-0241

Usher, E. L. (2009). Sources of Middle School Students’ Self-Efficacy in Mathematics: A Qualitative Investigation. American Educational Research Journal, 46(1), 275–314. https://doi.org/10.3102/0002831208324517 DOI: https://doi.org/10.3102/0002831208324517

Vettenranta, J., Hiltunen, J., Kotila, J., Lehtola, P., Nissinen, K., Puhakka, E., Pulkkinen, J., & Ström, A. (2020). Tulevaisuuden avaintaidot puntarissa: Kahdeksannen luokan oppilaiden matematiikan ja luonnontieteiden osaaminen: kansainvälinen TIMSS 2019 -tutkimus Suomessa. https://jyx.jyu.fi/handle/123456789/73019

Viljaranta, J., Aunola, K., & Hirvonen, R. (2016). Motivation and academic performance among first-graders: A person-oriented approach. Learning and Individual Differences, 49, 366–372. https://doi.org/10.1016/j.lindif.2016.06.002 DOI: https://doi.org/10.1016/j.lindif.2016.06.002

Vincent-Ruz, P., & Schunn, C. D. (2018). The nature of science identity and its role as the driver of student choices. International Journal of STEM Education, 5(1), 48. https://doi.org/10.1186/s40594-018-0140-5 DOI: https://doi.org/10.1186/s40594-018-0140-5

Watt, H. M. G., Bucich, M., & Dacosta, L. (2019). Adolescents’ Motivational Profiles in Mathematics and Science: Associations With Achievement Striving, Career Aspirations and Psychological Wellbeing. Frontiers in Psychology, 10, 990. https://doi.org/10.3389/fpsyg.2019.00990 DOI: https://doi.org/10.3389/fpsyg.2019.00990

Weidinger, A. F., Steinmayr, R., & Spinath, B. (2018). Changes in the Relation Between Competence Beliefs and Achievement in Math Across Elementary School Years. Child Development, 89(2). https://doi.org/10.1111/cdev.12806 DOI: https://doi.org/10.1111/cdev.12806

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 DOI: https://doi.org/10.1016/j.dr.2009.12.001

Wigfield, A., & Eccles, J. S. (1994). Children’s Competence Beliefs, Achievement Values, and General Self-Esteem: Change Across Elementary and Middle School. The Journal of Early Adolescence, 14(2), 107–138. https://doi.org/10.1177/027243169401400203 DOI: https://doi.org/10.1177/027243169401400203

Wigfield, A., & Eccles, J. S. (2002). Students’ Motivation During the Middle School Years. In Improving Academic Achievement (pp. 159–184). Elsevier. https://doi.org/10.1016/B978-012064455-1/50011-7 DOI: https://doi.org/10.1016/B978-012064455-1/50011-7

Wigfield, A., Eccles, J. S., Fredricks, J. A., Simpkins, S., Roeser, R. W., & Schiefele, U. (2015). Development of Achievement Motivation and Engagement. In R. M. Lerner (Ed.), Handbook of Child Psychology and Developmental Science (1st ed., pp. 1–44). Wiley. https://doi.org/10.1002/9781118963418.childpsy316 DOI: https://doi.org/10.1002/9781118963418.childpsy316

Wigfield, A., Rosenzweig, E. Q., & Eccles, J. S. (2017). Achievement values: Interactions, interventions, and future directions. In Handbook of competence and motivation: Theory and application, 2nd ed (pp. 116–134). The Guilford Press.

Xu, J. (2023). Taking a person-centered approach to student homework motivation: Combining achievement goal and expectancy-value theories. Current Psychology, 42(34), 29893–29904. https://doi.org/10.1007/s12144-022-04044-4 DOI: https://doi.org/10.1007/s12144-022-04044-4

Downloads

Published

2024-10-01

How to Cite

Ilomanni, P., Radišić, J., & Laine, A. (2024). Examining motivation profile differences across students’ mathematics identity, performance, and parents’ attitudes. LUMAT: International Journal on Math, Science and Technology Education, 12(3), 7. https://doi.org/10.31129/LUMAT.12.3.2232

Most read articles by the same author(s)

1 2 > >> 

Similar Articles

1 2 3 4 5 6 7 8 9 10 > >> 

You may also start an advanced similarity search for this article.