ASSOCIATION BETWEEN MOTIVATION AND PROBLEM-SOLVING ABILITY: A REVIEW OF LITERATURE AND CORRELATIONAL META-ANALYSIS
DOI:
https://doi.org/10.26740/jppipa.v11n1.p48-60Keywords:
motivation, problem solving, educational level, standardized measurementAbstract
This study was aimed at providing quantitative analysis of correlation between motivation and problem-solving ability. We conducted a systematic review from several published studies from 2000 to 2025. The studies collected in this review were selected from comprehensive search through databases including Google scholar, Science Direct, ERIC, and Research Gate. There are some inclusion criteria for literature selection including the using standardized problem-solving test and motivation questionnaire, and the availability of reported correlation coefficients. A total of 23 studies with 56 different samples were gathered in this review. The study showed that the average correlation from the studies showed low coefficient (r = .155, z = .157). The majority of studies used self-regulation, self-efficacy, intrinsic, and extrinsic motivation for measuring motivation level of students. Complex problem solving (CPS) was the most used test for assessing problem solving. A higher correlation between motivation and problem-solving ability was seen in the middle school level but shows similar trend over the educational level. Findings from the analysis imply that motivational factors will support problem solving in indirect ways. It gives challenge of instructional design to improve problem solving ability with integration of motivational factors.
References
Abeysekera, L., & Dawson, P. (2015). Motivation and cognitive load in the flipped classroom: definition, rationale and a call for research. Higher Education Research & Development, 34(1), 1–14. https://doi.org/10.1080/07294360.2014.934336
Baars, M., Wijnia, L., & Paas, F. (2017). The Association between Motivation, Affect, and Self-regulated Learning When Solving Problems. Frontiers in Psychology, 8. https://doi.org/10.3389/fpsyg.2017.01346
Baron, P., & Corbin, L. (2012). Student engagement: rhetoric and reality. Higher Education Research & Development, 31(6), 759–772. https://doi.org/10.1080/07294360.2012.655711
Bat Or, M. (2014). FEATS Problem-Solving Scale in PPAT of children aged 5–6.5 as related to their executive functions and motivation. The Arts in Psychotherapy, 41(1), 27–35. https://doi.org/10.1016/j.aip.2013.11.008
Bereby-Meyer, Y., & Kaplan, A. (2005). Motivational influences on transfer of problem-solving strategies. Contemporary Educational Psychology, 30(1), 1–22. https://doi.org/10.1016/j.cedpsych.2004.06.003
Bjørnebekk, G., Gjesme, T., & Ulriksen, R. (2011). Achievement motives and emotional processes in children during problem-solving: Two experimental studies of their relation to performance in different achievement goal conditions. Motivation and Emotion, 35(4), 351–367. https://doi.org/10.1007/s11031-011-9224-y
Bodin, M. (2012). Computational problem solving in university physics education: Students’ beliefs, knowledge, and motivation [Umeå universitet]. https://www.diva-portal.org/smash/record.jsf?dswid=-2979&pid=diva2%3A511248
Camacho-Morles, J., Slemp, G. R., Oades, L. G., Morrish, L., & Scoular, C. (2019). The role of achievement emotions in the collaborative problem-solving performance of adolescents. Learning and Individual Differences, 70, 169–181. https://doi.org/10.1016/j.lindif.2019.02.005
Cassidy, T., & Giles, M. (2009). Achievement Motivation, Problem-solving style, and Performance in Higher Education. The Irish Journal of Psychology, 30(3–4), 211–222. https://doi.org/10.1080/03033910.2009.10446311
Chen, L., Inoue, K., Goda, Y., Okubo, F., Taniguchi, Y., Oi, M., Konomi, S., Ogata, H., & Yamada, M. (2020). Exploring Factors that Influence Collaborative Problem Solving Awareness in Science Education. Technology, Knowledge and Learning, 25(2), 337–366. https://doi.org/10.1007/s10758-020-09436-8
Cho, S., & Lin, C.-Y. (2010). Influence of Family Processes, Motivation, and Beliefs About Intelligence on Creative Problem Solving of Scientifically Talented Individuals. Roeper Review, 33(1), 46–58. https://doi.org/10.1080/02783193.2011.530206
Csapó, B., & Funke, J. (2017). The Nature of Problem Solving (B. Csapó & J. Funke (eds.)). OECD. https://doi.org/10.1787/9789264273955-en
Dermitzaki, I., Leondari, A., & Goudas, M. (2009). Relations between young students’ strategic behaviours, domain-specific self-concept, and performance in a problem-solving situation. Learning and Instruction, 19(2), 144–157. https://doi.org/10.1016/j.learninstruc.2008.03.002
Fung, W. W., Swanson, H. L., & Orosco, M. J. (2014). Influence of reading and calculation on children at risk and not at risk for word problem solving: Is math motivation a mediator? Learning and Individual Differences, 36, 84–91. https://doi.org/10.1016/j.lindif.2014.10.011
Gasco Txabarri, J., & Villarroel Villamor, J. D. (2017). La Motivación en la Resolución de Problemas Aritmético-algebraicos. Un Estudio con Alumnado de Educación Secundaria. Electronic Journal of Research in Education Psychology, 12(32), 83–106. https://doi.org/10.14204/ejrep.32.13076
Glynn, S. M., Brickman, P., Armstrong, N., & Taasoobshirazi, G. (2011). Science motivation questionnaire II: Validation with science majors and nonscience majors. Journal of Research in Science Teaching, 48(10), 1159–1176. https://doi.org/10.1002/tea.20442
Glynn, S. M., Taasoobshirazi, G., & Brickman, P. (2009). Science Motivation Questionnaire: Construct validation with nonscience majors. Journal of Research in Science Teaching, 46(2), 127–146. https://doi.org/10.1002/tea.20267
Greiff, S. (2012). Assessment and Theory in Complex Problem Solving - A Continuing Contradiction? Journal of Educational and Developmental Psychology, 2(1). https://doi.org/10.5539/jedp.v2n1p49
Hesse, F., Care, E., Buder, J., Sassenberg, K., & Griffin, P. (2015). A framework for teachable collaborative problem solving skills. In Assessment and teaching of 21st century skills (pp. 37–56). Springer.
Hoffman, B., & Schraw, G. (2009). The influence of self-efficacy and working memory capacity on problem-solving efficiency. Learning and Individual Differences, 19(1), 91–100. https://doi.org/10.1016/j.lindif.2008.08.001
Kirby, L., & Searle, B. (2015). Proactivity and Motivation in Solving Work Problems: A Test of Methodology. Business Creativity and the Creative Economy, 1(1), 41–51. https://doi.org/10.18536/bcce.2015.07.1.1.06
Koosha, M., Abdollahi, A., & Karimi, F. (2016). The Relationship among EFL Learners’ Self-esteem, Autonomy, and Reading Comprehension. Theory and Practice in Language Studies, 6(1), 68. https://doi.org/10.17507/tpls.0601.09
Kusurkar, R. A., Ten Cate, T. J., Vos, C. M. P., Westers, P., & Croiset, G. (2013). How motivation affects academic performance: a structural equation modelling analysis. Advances in Health Sciences Education, 18(1), 57–69. https://doi.org/10.1007/s10459-012-9354-3
Lau, Y., Fang, L., Cheng, L. J., & Kwong, H. K. D. (2019). Volunteer motivation, social problem solving,self-efficacy, and mental health: a structural equation model approach. Educational Psychology, 39(1), 112–132. https://doi.org/10.1080/01443410.2018.1514102
Lepper, M. R., Corpus, J. H., & Iyengar, S. S. (2005). Intrinsic and Extrinsic Motivational Orientations in the Classroom: Age Differences and Academic Correlates. Journal of Educational Psychology, 97(2), 184–196. https://doi.org/10.1037/0022-0663.97.2.184
MacIntyre, P. D., Baker, S. C., Clément, R., & Donovan, L. A. (2002). Sex and Age Effects on Willingness to Communicate, Anxiety, Perceived Competence, and L2 Motivation Among Junior High School French Immersion Students. Language Learning, 52(3), 537–564. https://doi.org/10.1111/1467-9922.00194
Marcou, A., & Philippou, G. (2005). Motivational belies, self-regulated learning and mathematical problem solving. Proceedings of the 29th Conference of the International Group for the Psychology of Mathematics Education, 297–304.
Martin, A. J. (2009). Age appropriateness and motivation, engagement, and performance in high school: Effects of age within cohort, grade retention, and delayed school entry. Journal of Educational Psychology, 101(1), 101–114. https://doi.org/10.1037/a0013100
Martinsen, Ø. L., & Furnham, A. (2019). Cognitive style and competence motivation in creative problem solving. Personality and Individual Differences, 139, 241–246. https://doi.org/10.1016/j.paid.2018.11.023
Moore, A. M., Rudig, N. O., & Ashcraft, M. H. (2014). Affect, Motivation, Working Memory, and Mathematics (R. Cohen Kadosh & A. Dowker (eds.); Vol. 1). Oxford University Press. https://doi.org/10.1093/oxfordhb/9780199642342.013.004
Muzayyanah, A., & Wutsqa, D. U. (2019). Effectiveness of problem posing and investigation in terms of problem solving abilities, motivation and achievement in mathematics. Annals of Mathematical Modelling, 1(2), 47–63. https://doi.org/http://dx.doi.org/10.33292/amm.v1i2.27
Nair, S., & Alkiyumi, M. T. (2011). Investigation the relationship between intrinsic motivation and creative production on solving real problems. Sosiohumanika, 4(2), 185–196. https://doi.org/https://doi.org/10.2121/sosiohumanika.v4i2.446
Özcan, Z. Ç. (2016). The relationship between mathematical problem-solving skills and self-regulated learning through homework behaviours, motivation, and metacognition. International Journal of Mathematical Education in Science and Technology, 47(3), 408–420. https://doi.org/10.1080/0020739X.2015.1080313
Rausch, A., Kögler, K., & Seifried, J. (2019). Validation of Embedded Experience Sampling (EES) for Measuring Non-cognitive Facets of Problem-Solving Competence in Scenario-Based Assessments. Frontiers in Psychology, 10. https://doi.org/10.3389/fpsyg.2019.01200
Schumm, M. F., & Bogner, F. X. (2016). Measuring adolescent science motivation. International Journal of Science Education, 38(3), 434–449. https://doi.org/10.1080/09500693.2016.1147659
Sigus, H., & Mädamürk, K. (2025). Students’ motivation as a mediator between extra‑mathematical knowledge and word problem‑solving. Discover Education, 4(147), 1–14. https://doi.org/https://doi.org/10.1007/s44217-025-00595-3
Sinnott, J., Hilton, S., Wood, M., Spanos, E., & Topel, R. (2016). Does Motivation Affect Emerging Adults’ Intelligence and Complex Postformal Problem Solving? Journal of Adult Development, 23(2), 69–78. https://doi.org/10.1007/s10804-015-9222-5
Song, H.-D., & Grabowski, B. L. (2006). Stimulating Intrinsic Motivation for Problem Solving Using Goal-Oriented Contexts and Peer Group Composition. Educational Technology Research and Development, 54(5), 445–466. https://doi.org/10.1007/s11423-006-0128-6
Spoon, R., Rubenstein, L. D., & Terwillegar, S. R. (2021). Team effectiveness in creative problem solving: Examining the role of students’ motivational beliefs and task analyses in team performance. Thinking Skills and Creativity, 40, 100792. https://doi.org/10.1016/j.tsc.2021.100792
Stadler, M., Becker, N., Gödker, M., Leutner, D., & Greiff, S. (2015). Complex problem solving and intelligence: A meta-analysis. Intelligence, 53, 92–101. https://doi.org/10.1016/j.intell.2015.09.005
Stanly, S. L. (2014). A Study on Achievement Motivation and Problem Solving Ability In Mathematics of Ix Standard Students in Relation to Their Sex and Type of School. Indian Journal of Applied Research, 4(12), 186–188.
Sun, C.-T., Chou, K.-T., & Yu, H. C. (2022). Relationship between digital game experience and problem-solving performance according to a PISA framework. Computers & Education, 186, 104534. https://doi.org/10.1016/j.compedu.2022.104534
Swanson, H. L. (2004). Working memory and phonological processing as predictors of children’s mathematical problem solving at different ages. Memory & Cognition, 32(4), 648–661. https://doi.org/10.3758/BF03195856
Tsai, C.-A., Song, M.-Y. W., Lo, Y.-F., & Lo, C.-C. (2023). Design thinking with constructivist learning increases the learning motivation and wicked problem-solving capability—An empirical research in Taiwan. Thinking Skills and Creativity, 50, 101385. https://doi.org/10.1016/j.tsc.2023.101385
van Harsel, M., Hoogerheide, V., Verkoeijen, P., & van Gog, T. (2019). Effects of different sequences of examples and problems on motivation and learning. Contemporary Educational Psychology, 58, 260–275. https://doi.org/10.1016/j.cedpsych.2019.03.005
Vollmer, F., & Kaufmann, G. (1975). Achievement motivation and problem solving. Scandinavian Journal of Psychology, 16(1), 323–326. https://doi.org/10.1111/j.1467-9450.1975.tb00200.x
Wieth, M., & Burns, B. D. (2000). Motivation in insight versus incremental problem solving. Proceedings of the Annual Meeting of the Cognitive Science Society. https://escholarship.org/content/qt581019r0/qt581019r0.pdf
You, H. S., Kim, K., Black, K., & Min, K. W. (2018). Assessing Science Motivation for College Students: Validation of the Science Motivation Questionnaire II using the Rasch-Andrich Rating Scale Model. EURASIA Journal of Mathematics, Science and Technology Education, 14(4). https://doi.org/10.29333/ejmste/81821
Zheng, X., Swanson, H. L., & Marcoulides, G. A. (2011). Working memory components as predictors of children’s mathematical word problem solving. Journal of Experimental Child Psychology, 110(4), 481–498. https://doi.org/10.1016/j.jecp.2011.06.001
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