Prior achievement and subject-specific anxiety as key predictors of grade 5 mathematics achievement
DOI:
https://doi.org/10.12697/eha.2026.14.2.06Keywords:
academic anxiety, mathematics anxiety, interest, achievement, mathematicsAbstract
Õpilaste matemaatikatulemusi seostatakse sageli nii üldiste kui ka ainespetsiifiliste hoiakutega, kuid ei ole selge, kas matemaatikaoskusi selgitavad paremini üldine akadeemiline ärevus ja õpihuvi või ainespetsiifiline matemaatikaärevus ja huvi. Õpilaste sugu ja 3. klassi varasemaid tulemusi kaasanud uuring selgitab, millised tunnused prognoosivad 5. klassi matemaatikatulemusi paremini. Uuringus leiti, et 5. klassi matemaatikatulemusi prognoosivad oluliselt vaid matemaatikaspetsiifiline ärevus ja huvi ning varasemad matemaatikatulemused. Lisaks selgus, et tüdrukutel on kõrgemad nii matemaatikaärevus kui ka üldine akadeemiline ärevus, kuid madalam huvi matemaatika vastu kui poistel. Samas ei ilmne üldise huvi ja matemaatikatulemuste puhul kummaski klassis soolisi erinevusi. Uuringu tulemused rõhutavad, et õpilaste pädevuse ja heaolu toetamiseks on vaja eristada erinevaid ärevuse tüüpe ning luua sihipäraseid sekkumisi.
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Aaviste, G., Löchner, D., Laas, K., & Täht, K. (2026). Understanding mathematics anxiety: The role of social-emotional skills and school support. Cogent Education, 13(1), 2609386. https://doi.org/10.1080/2331186X.2025.2609386
American Psychological Association. (n.d.). Anxiety. In APA Dictionary of Psychology. Retrieved 8 December 2025, from https://dictionary.apa.org/anxiety
Asadpour, M., Bakhshi, M. H., Mirzapour, P., & Shahabi, M. (2025). The motivational role of teachers: A systematic review of key factors influencing students’ academic motivation. European Journal of Psychology of Education, 40(4), 133. https://doi.org/10.1007/s10212-025-01039-0
Ashcraft, M. H. (2002). Math Anxiety: Personal, Educational, and Cognitive Consequences. Current Directions In Psychological Science, 11(5), 5. https://doi.org/10.1111/1467-8721.00196
Ashcraft, M. H., & Krause, J. A. (2007). Working memory, math performance, and math anxiety. Psychonomic Bulletin & Review, 14(2), 243–248. https://doi.org/10.3758/BF03194059
Aydın, U., & Özgeldi, M. (2024). What’s metacognition got to do with the relationship between test anxiety and mathematics achievement? European Journal of Psychology of Education. https://doi.org/10.1007/s10212-024-00797-7
Barroso, C., & Ganley, C. M. (2021). A Meta-Analysis of the Relation Between Math Anxiety and Math Achievement. 35. https://doi.org/10.1037/bul0000307
Bülbül, K., & Odaci, H. (2025). Relationships between attachment styles, self esteem, cognitive distortions and academic anxiety of university students: Trials of alternative models. Journal of Rational-Emotive & Cognitive-Behavior Therapy, 43(3), 36. https://doi.org/10.1007/s10942-025-00596-z
Camacho-Morles, J., Slemp, G. R., Pekrun, R., Loderer, K., Hou, H., & Oades, L. G. (2021). Activity achievement emotions and academic performance: A meta-analysis. Educational Psychology Review, 33(3), 1051–1095. https://doi.org/10.1007/s10648-020-09585-3
Carey, E., Hill, F., Devine, A., & Szücs, D. (2016). The Chicken or the Egg? The direction of the relationship between mathematics anxiety and mathematics performance. Frontiers in Psychology, 6. https://doi.org/10.3389/fpsyg.2015.01987
Carey, E., Hill, F., Devine, A., & Szűcs, D. (2017). The modified abbreviated math anxiety scale: A valid and reliable instrument for use with children. Frontiers in Psychology, 8. https://doi.org/10.3389/fpsyg.2017.00011
Caviola, S., Toffalini, E., Giofrè, D., Ruiz, J. M., Szűcs, D., & Mammarella, I. C. (2022). Math performance and academic anxiety forms, from sociodemographic to cognitive aspects: A meta-analysis on 906,311 participants. Educational Psychology Review, 34(1), 363–399. https://doi.org/10.1007/s10648-021-09618-5
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(1), 33. https://doi.org/10.1186/1744-9081-8-33
Dowker, A., Bennett, K., & Smith, L. (2012). Attitudes to mathematics in primary school children. Child Development Research, 2012(1), 124939. https://doi.org/10.1155/2012/124939
Dowker, A., Sarkar, A., & Looi, C. Y. (2016). Mathematics anxiety: What have we learned in 60 years? Frontiers in Psychology, 7. https://doi.org/10.3389/fpsyg.2016.00508
Du, C., Qin, K., Wang, Y., & Xin, T. (2021). Mathematics interest, anxiety, self-efficacy and achievement: Examining reciprocal relations. Learning and Individual Differences, 91, 102060. https://doi.org/10.1016/j.lindif.2021.102060
Duncan, G. J., Dowsett, C. J., Claessens, A., Magnuson, K., Huston, A. C., Klebanov, P., Pagani, L. S., Feinstein, L., Engel, M., Brooks-Gunn, J., Sexton, H., Duckworth, K., & Japel, C. (2007). School readiness and later achievement. Developmental Psychology, 43(6), 1428–1446. https://doi.org/10.1037/0012-1649.43.6.1428
Eccles, J. S., & Wigfield, A. (2002). Motivational beliefs, values, and goals. Annual Review of Psychology, 53(1), 109–132. https://doi.org/10.1146/annurev.psych.53.100901.135153
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
Evans, E. M., Schweingruber, H., & Stevenson, H. W. (2002). Gender differences in interest and knowledge acquisition: The United States, Taiwan, and Japan. Sex Roles, 47, 153–167. https://doi.org/10.1023/A:1021047122532
Finch, W. H., Cassady, J. C., & Helsper, C. A. (2024). Identification and validation of severity standards for the academic anxiety scale. International Journal of Testing, 24(2), 145–168. https://doi.org/10.1080/15305058.2024.2317758
Fredricks, J., & Eccles, J. (2002). Children’s competence and value beliefs from childhood through adolescence: Growth trajectories in two male-sex-typed domains. Developmental Psychology, 38, 519–533. https://doi.org/10.1037/0012-1649.38.4.519
Frenzel, A. C., Pekrun, R., Dicke, A.-L., & Goetz, T. (2012). Beyond quantitative decline: Conceptual shifts in adolescents’ development of interest in mathematics. Developmental Psychology, 48(4), 1069–1082. https://doi.org/10.1037/a0026895
Furner, J. M., & Duffy, M. L. (2022). Addressing math anxiety in a STEM World: Preventative, supportive, and corrective strategies for the inclusive classroom. European Journal of STEM Education, 7(1), 11. https://doi.org/10.20897/ejsteme/12645
Geary, D. C., Hoard, M. K., Nugent, L., Chu, F., Scofield, J. E., & Ferguson Hibbard, D. (2019). Sex differences in mathematics anxiety and attitudes: Concurrent and longitudinal relations to mathematical competence. Journal of Educational Psychology, 111(8), 1447–1461. https://doi.org/10.1037/edu0000355
Geary, D. C., Hoard, M., Nugent, L., Unal, Z., Greene, N., Balentine, M., Bhoyar, A., Campbell, M., Ceriotti, F., Chu, A., Compton, A., Currie, K., Dutzy, A., Evans, J., Farley, B., Ives, A., Jordan, J., Lamendola, J., Mcewen, K., & Rautenfeld. (2023). Sex differences and similarities in relations between mathematics achievement, attitudes, and anxiety: A 7th-to-9th grade longitudinal study. Journal of Educational Psychology. https://doi.org/10.1037/edu0000793
Gottfried, A. E., Marcoulides, G. A., Gottfried, A. W., & Oliver, P. H. (2013). Longitudinal pathways from math intrinsic motivation and achievement to math course accomplishments and educational attainment. Journal of Research on Educational Effectiveness, 6(1), 68–92. https://doi.org/10.1080/19345747.2012.698376
Harackiewicz, J. M., Smith, J. L., & Priniski, S. J. (2016). Interest matters: The importance of promoting interest in education. Policy Insights from the Behavioral and Brain Sciences, 3(2), 220–227. https://doi.org/10.1177/2372732216655542
Hembree, R. (1990). The nature, effects, and relief of mathematics anxiety. Journal for Research in Mathematics Education, 21(1), 33. https://doi.org/10.2307/749455
Hidi, S. (2006). Interest: A unique motivational variable. Educational Research Review, 1(2), 69–82. https://doi.org/10.1016/j.edurev.2006.09.001
Hidi, S., & Renninger, K. A. (2006). The four-phase model of interest development. Educational Psychologist, 41(2), 111–127. https://doi.org/10.1207/s15326985ep4102_4
Hooda, M., & Saini, A. (2017). Academic anxiety: An overview. Educational Quest, 8(3), 807–810.
Johanson, M., Pedaste, M., Pastak, M., Täht, K., Sõrmus, M., & Jukk, H. (2021). Assessment of mathematical competence using the Estonian national e-tests. Eesti Haridusteaduste Ajakiri. Estonian Journal of Education, 9(2), 100–126. https://doi.org/10.12697/eha.2021.9.2.05
Jõgi, A.-L., Kikas, E., Lerkkanen, M.-K., & Mägi, K. (2015). Cross-lagged relations between math-related interest, performance goals and skills in groups of children with different general abilities. Learning and Individual Differences, 39, 105–113. https://doi.org/10.1016/j.lindif.2015.03.018
Kilp-Kabel, T., & Mädamürk, K. (2025). Expectancies, values, and task persistence can alleviate the negative effects of math anxiety on math performance. European Journal of Psychology of Education, 40(1). https://doi.org/10.1007/s10212-024-00928-0
Kilp-Kabel, T., Mädamürk, K., Kurvits, J., McMullen, J., Hannula-Sormunen, M., & Määttä, S. (2025). The relationship between grade nine math national exam results, prior skills, and an interest in math. Eesti Haridusteaduste Ajakiri. Estonian Journal of Education, 13(1), 119–146. https://doi.org/10.12697/eha.2025.13.1.06
Lam, K. K. L., & Zhou, M. (2019). Examining the relationship between grit and academic achievement within K-12 and higher education: A systematic review. Psychology in the Schools, 56(10), 1654–1686. https://doi.org/10.1002/pits.22302
Li, Q., Cho, H., Cosso, J., & Maeda, Y. (2021). Relations between students’ mathematics anxiety and motivation to learn mathematics: A meta-analysis. Educational Psychology Review, 33(3), 1017–1049. https://doi.org/10.1007/s10648-020-09589-z
Lichtenfeld, S., Pekrun, R., Marsh, H. W., Nett, U. E., & Reiss, K. (2023). Achievement emotions and elementary school children’s academic performance: Longitudinal models of developmental ordering. Journal of Educational Psychology, 115(4), 552–570. (2022-66856-001). https://doi.org/10.1037/edu0000748.supp
Liu, E. Z. F., & Lin, C. H. (2010). The survey study of mathematics motivated strategies for learning questionnaire (MMSLQ) for grade 10-12 Taiwanese students. The Turkish Online Journal of Educational Technology, 9(2), 13.
Luttenberger, S., Wimmer, S., & Paechter, M. (2018). Spotlight on math anxiety. Psychology Research and Behavior Management, Volume 11, 311–322. https://doi.org/10.2147/PRBM.S141421
Margolis, H., & Mccabe, P. P. (2006). Improving self-efficacy and motivation: What to do, what to say. Intervention in School and Clinic, 41(4), 218–227. https://doi.org/10.1177/10534512060410040401
Mohebi, S., Sharifirad, G. H. R., Shahsiah, M., Botlani, S., Matlabi, M., & Rezaeian, M. (2012). The effect of assertiveness training on student’s academic anxiety. J Pak Med Assoc, 62(3).
Mädamürk, K., & Kikas, E. (2024). The development of math skills from grades 1 to 12: Novel findings using person-oriented approach. Developmental Psychology, 60(12), 2330–2344. (2025-16029-001). https://doi.org/10.1037/dev0001813
Mädamürk, K., Kikas, E., & Palu, A. (2018). Calculation and word problem-solving skill profiles: Relationship to previous skills and interest. Educational Psychology, 38(10), 1239–1254. https://doi.org/10.1080/01443410.2018.1495830
OECD. (2023). PISA 2022 Results (Volume I): The State of Learning and Equity in Education. OECD. https://doi.org/10.1787/53f23881-en
Pekrun, R., Goetz, T., Titz, W., & Perry, R. P. (2002). Academic emotions in students’ self-regulated learning and achievement: A program of qualitative and quantitative Research. Educational Psychologist, 37(2), 91–105. https://doi.org/10.1207/S15326985EP3702_4
Peterson, E. G., & Cohen, J. (2019). A case for domain-specific curiosity in mathematics. Educational Psychology Review, 31(4), 807–832. https://doi.org/10.1007/s10648-019-09501-4
Petrović, D., Pedić Duić, P., & Pavin Ivanec, T. (2025). Student-reported early-career STEM teachers’ classroom management, emotional engagement, and students’ interest in subject: A multilevel analysis. European Journal of Psychology of Education, 40(3), 73. https://doi.org/10.1007/s10212-025-00977-z
Pintrich, P. R., Smith, D. A. F., Garcia, T., & Mckeachie, W. J. (1993). Reliability and predictive validity of the motivated strategies for learning questionnaire (MSLQ). Educational and Psychological Measurement, 53(3), 801–813. https://doi.org/10.1177/0013164493053003024
Pizzie, R. G., & Kraemer, D. J. M. (2019). The academic anxiety inventory: Evidence for dissociable patterns of anxiety related to math and other sources of academic stress. Frontiers in Psychology, 9, 2684. https://doi.org/10.3389/fpsyg.2018.02684
R Core Team. (2024). R: A Language and Environment for Statistical Computing. [Computer software]. R Foundation for Statistical Computing. https://www.R-project.org/
Rach, S. (2023). Motivational states in an undergraduate mathematics course: Relations between facets of individual interest, task values, basic needs, and effort. ZDM – Mathematics Education, 55(2), 461–476. https://doi.org/10.1007/s11858-022-01406-x
Radišić, J., Peixoto, F., Caetano, T., Mata, L., Campos, M., & Krstić, K. (2024). Scared, bored or happy? Latent profile analyses of primary school students’ academic Emotions about Math. Education Sciences, 14(8), 841. https://doi.org/10.3390/educsci14080841
Radišić, J., Videnović, M., & Baucal, A. (2015). Math anxiety – Contributing school and individual level factors. European Journal of Psychology of Education, 30(1), 1–20. https://doi.org/10.1007/s10212-014-0224-7
Reeve, J. (2018). Understanding Motivation and Emotion. John Wiley & Sons.
Reilly, D., Neumann, D. L., & Andrews, G. (2015). Sex differences in mathematics and science achievement: A meta-analysis of National Assessment of Educational Progress assessments. Journal of Educational Psychology, 107(3), 645–662. https://doi.org/10.1037/edu0000012
Rodríguez, S., Regueiro, B., Piñeiro, I., Estévez, I., & Valle, A. (2020). Gender differences in mathematics motivation: Differential effects on performance in primary education. Frontiers in Psychology, 10, 3050. https://doi.org/10.3389/fpsyg.2019.03050
Rosseel, Y. (2012). lavaan: An R Package for structural equation modeling. Journal of Statistical Software, 48(2). https://doi.org/10.18637/jss.v048.i02
Rozgonjuk, D., Kraav, T., Mikkor, K., Orav-Puurand, K., & Täht, K. (2020). Mathematics anxiety among STEM and social sciences students: The roles of mathematics self-efficacy, and deep and surface approach to learning. International Journal of STEM Education, 7(1), 46. https://doi.org/10.1186/s40594-020-00246-z
Rozgonjuk, D., Täht, K., Soobard, R., Teppo, M., & Rannikmäe, M. (2024). The S in STEM: Gender differences in science anxiety and its relations with science test performance-related variables. International Journal of STEM Education, 11(1), 45. https://doi.org/10.1186/s40594-024-00504-4
Schraw, G., & Lehman, S. (2001). Situational interest: A review of the literature and directions for future research. Educational Psychology Review, 13, 23–52. https://doi.org/10.1023/A:1009004801455
Siegler, R. S., Duncan, G. J., Davis-Kean, P. E., Duckworth, K., Claessens, A., Engel, M., Susperreguy, M. I., & Chen, M. (2012). Early predictors of high school mathematics achievement. Psychological Science, 23(7), 691–697. https://doi.org/10.1177/0956797612440101
Zhang, D., & Wang, C. (2020). The relationship between mathematics interest and mathematics achievement: Mediating roles of self-efficacy and mathematics anxiety. International Journal of Educational Research, 104, 101648. https://doi.org/10.1016/j.ijer.2020.101648
Zhang, J., Zhao, N., & Kong, Q. P. (2019). The relationship between math anxiety and math performance: A meta-analytic investigation. Frontiers in Psychology, 10, 1613. https://doi.org/10.3389/fpsyg.2019.01613
Živković, M., Pellizzoni, S., Doz, E., Cuder, A., Mammarella, I., & Passolunghi, M. C. (2023). Math self-efficacy or anxiety? The role of emotional and motivational contribution in math performance. Social Psychology of Education, 26, 579–601. https://doi.org/10.1007/s11218-023-09760-8
Täht, K., Mikkor, K., Aaviste, G., & Rozgonjuk, D. (2023). What motivates and demotivates Estonian mathematics teachers to continue teaching? The roles of self-efficacy, work satisfaction, and work experience. Journal of Mathematics Teacher Education, 27, 961–980. https://doi.org/10.1007/s10857-023-09587-2
Villavicencio, F. T., & Bernardo, A. B. I. (2016). Beyond math anxiety: Positive emotions predict mathematics achievement, self-regulation, and self-efficacy. The Asia-Pacific Education Researcher, 25(3), 415–422. https://doi.org/10.1007/s40299-015-0251-4
Vos, H., Marinova, M., De Léon, S. C., Sasanguie, D., & Reynvoet, B. (2023). Gender differences in young adults’ mathematical performance: Examining the contribution of working memory, math anxiety and gender-related stereotypes. Learning and Individual Differences, 102, 102255. https://doi.org/10.1016/j.lindif.2022.102255
Wang, Y. (2024). Examining the role of sense of belonging and formative assessment in reducing the negative impact of learning anxiety in mathematics. European Journal of Psychology of Education, 39(1), 431–453. https://doi.org/10.1007/s10212-023-00701-9
Wigfield, A., & Eccles, J. S. (2000). Expectancy–value theory of achievement motivation. Contemporary Educational Psychology, 25(1), 68–81. https://doi.org/10.1006/ceps.1999.1015
Wigfield, A., & Eccles, J. S. (2020). 35 years of research on students’ subjective task values and motivation: A look back and a look forward. In Advances in Motivation Science (Vol. 7, pp. 161–198). Elsevier. https://doi.org/10.1016/bs.adms.2019.05.002
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