RESEARCH PAPER
Optimization of the motivation for success in mathematics at higher education: Evidence from novel graph-based visualization of three models
 
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Department of Mathematics and Statistics, Abu Dhabi University, Abu Dhabi, UAE
 
 
Online publication date: 2023-10-19
 
 
Publication date: 2023-11-01
 
 
EURASIA J. Math., Sci Tech. Ed 2023;19(11):em2356
 
KEYWORDS
ABSTRACT
Using three mathematical models, this study aims to optimize students’ motivation for success in courses of mathematics at universities. The uniqueness of this study is crystalized in the novel graphical visualization of three models, which are integrated to analyze certain factors that help in optimizing students’ motivation for mathematical success. The proposed models will benefit students, educators, administrators of higher education, and societies around the world. A quantitative approach is used to design the research, which involved 366 female and 319 male students in different mathematics courses. The results show that the third, second, and first models are the top three in order. The third model accounts for 71.3% of the shift in the motivation for mathematical success. The difference in the motivation for mathematical success is explained by 66.3% in the second model and 65.0% in the first model.
 
REFERENCES (67)
1.
Abubakar, R. B., & Bada, I. A. (2012). Age and gender as determinants of academic achievements in college mathematics. Asian Journal of Natural and Applied Sciences, 1, 2.
 
2.
Agtarap, R., & Miranda, A. T. (2022). The mediating effect of students’ resiliency on the relationship of self-concept and mathematics performance. Asian Journal of Education and Social Studies, 36(2), 1-10. https://doi.org/10.9734/ajess/....
 
3.
Anderson, R. C., & Haney, M. (2021). Reflection in the creative process of early adolescents: The mediating roles of creative metacognition, self-efficacy, and self-concept. Psychology of Aesthetics, Creativity, and the Arts, 15(4), 612. https://doi.org/10.1037/aca000....
 
4.
Berg, G. V. D., & Coetzee, L. R. (2014). Academic self-concept and motivation as predictors of academic achievement. International Journal of Educational Sciences, 6(3), 469-478. https://doi.org/10.1080/097511....
 
5.
Boadu, S. K., Arthur, Y. D., & Bonyah, E. (2023). Mediation and moderation effects of motivation and teaching quality on the relationship between peer tutoring and mathematics achievement. Journal of Mathematics and Science Teacher, 3(2), em039. https://doi.org/10.29333/maths....
 
6.
Brewer, E. W., & Burgess, D. N. (2005). Professor’s role in motivating students to attend class. Journal of Industrial Teacher Education, 42(23), 23-47.
 
7.
Brezavšček, A., Jerebic, J., Rus, G., & Žnidaršič, A. (2020). Factors influencing mathematics achievement of university students of social sciences. Mathematics, 8(12), 2134. https://doi.org/10.3390/math81....
 
8.
Brophy, J. E. (2013). Motivating students to learn. Routledge.
 
9.
Chao, T., Chen, J., Star, J. R., & Dede, C. (2016). Using digital resources for motivation and engagement in learning mathematics: Reflections from teachers and students. Digital Experiences in Mathematics Education, 2(3), 253-277. https://doi.org/10.1007/s40751....
 
10.
Cheung, A. C., & Slavin, R. E. (2013). The effectiveness of educational technology applications for enhancing mathematics achievement in K-12 classrooms: A meta-analysis. Educational Research Review, 9, 88-113. https://doi.org/10.1016/j.edur....
 
11.
Corbiere, M., Fraccaroli, F., Mbekou, V., & Perron, J. (2006). Academic self-concept and academic interest measurement: A multi-sample European study. European Journal of Psychology of Education, 21(1), 3-15. https://doi.org/10.1007/BF0317....
 
12.
Deci, E. L., & Ryan, R. M. (1985). Intrinsic motivation and self-determination in human behavior. Springer. https://doi.org/10.1007/978-1-....
 
13.
Dossi, G., Figlio, D., Giuliano, P., & Sapienza, P. (2021). Born in the family: Preferences for boys and the gender gap in math. Journal of Economic Behavior & Organization, 183, 175-188. https://doi.org/10.1016/j.jebo....
 
14.
El-Adl, A., & Alkharusi, H. (2020). Relationships between self-regulated learning strategies, learning motivation and mathematics achievement. Cypriot Journal of Educational Sciences, 15(1), 104-111. https://doi.org/10.18844/cjes.....
 
15.
Field, A. P., Evans, D., Bloniewski, T., & Kovas, Y. (2019). Predicting maths anxiety from mathematical achievement across the transition from primary to secondary education. Royal Society Open Science, 6(11), 191459. https://doi.org/10.1098/rsos.1....
 
16.
Gogol, K., Brunner, M., Preckel, F., Goetz, T., & Martin, R. (2016). Developmental dynamics of general and school-subject-specific components of academic self-concept, academic interest, and academic anxiety. Frontiers in Psychology, 7, 356. https://doi.org/10.3389/fpsyg.....
 
17.
Guo, J. P., Yang, L. Y., Zhang, J., & Gan, Y. J. (2022). Academic self-concept, perceptions of the learning environment, engagement, and learning outcomes of university students: Relationships and causal ordering. Higher Education, 83, 809-828. https://doi.org/10.1007/s10734....
 
18.
Gupta, S., Harris, D. E., Caffier, N. M., & Caron, P. (2006). Predictors of student success in entry-level undergraduate mathematics courses. College Student Journal, 40(1), 97-108.
 
19.
Hammoudi, M. M. (2019). Predictive factors of students’ motivation to succeed in introductory mathematics courses: evidence from higher education in the UAE. International Journal of Mathematical Education in Science and Technology, 50(5), 647-664. https://doi.org/10.1080/002073....
 
20.
Hammoudi, M. M. (2020). Measurement of students’ mathematics motivation and self-concept at institutions of higher education: Evidence of reliability and validity. International Journal of Mathematical Education in Science and Technology, 51(1), 63-86. https://doi.org/10.1080/002073....
 
21.
Hammoudi, M. M., & Grira, S. (2023). Improving students’ motivation in calculus courses at institutions of higher education: Evidence from graph-based visualization of two models. EURASIA Journal of Mathematics, Science and Technology Education, 19(1), em2209. https://doi.org/10.29333/ejmst....
 
22.
Han, S., Capraro, R., & Capraro, M. M. (2015). How science, technology, engineering, and mathematics (STEM) project-based learning (PBL) affects high, middle, and low achievers differently: The impact of student factors on achievement. International Journal of Science and Mathematics Education, 13(5), 1089-1113. https://doi.org/10.1007/s10763....
 
23.
House, J. D., & Telese, J. A. (2008). Relationships between students and instructional factors and algebra achievement of students in the United States and Japan: An analysis of TIMSS 2003 data. Educational Research and Evaluation, 14, 101-112. https://doi.org/10.1080/138036....
 
24.
Huitt, W. (2001). Motivation to learn: An overview. Educational Psychology Interactive, 12(3), 29-36.
 
25.
Hvizdak, E., Prokosch, J., & Johnson, C. M. (2019). An analysis of help seeking behaviors in a required first year course. Public Services Quarterly, 15(4), 300-318. https://doi.org/10.1080/152289....
 
26.
Ingles, C. J., Torregrosa, M. S., Hidalgo, M. D., Nuñez, J. C., Castejón, J. L., García-Fernández, J. M., & Valle, A. (2012). Validity evidence based on internal structure of scores on the Spanish version of the self-description questionnaire-II. The Spanish Journal of Psychology, 15(1), 388-398. https://doi.org/10.5209/rev_SJ....
 
27.
Jackson, C. R. (2018). Validating and adapting the motivated strategies for learning questionnaire (MSLQ) for STEM courses at an HBCU. Aera Open, 4(4), 2332858418809346. https://doi.org/10.1177/233285....
 
28.
Jónsdóttir, H. H., & Blöndal, K. S. (2022). The choice of track matters: Academic self-concept and sense of purpose in vocational and academic tracks. Scandinavian Journal of Educational Research, 67(4), 621-636. https://doi.org/10.1080/003138....
 
29.
Kulakow, S. (2020). Academic self-concept and achievement motivation among adolescent students in different learning environments: Does competence-support matter? Learning and Motivation, 70, 101632. https://doi.org/10.1016/j.lmot....
 
30.
Kushwaha, S. S. (2014). Trend in researches on mathematics achievement. IOSR Journal of Research & Method in Education, 4(6), 53-62. https://doi.org/10.9790/7388-0....
 
31.
Le, A. V., Bui, T. D., Tran, M. N., Trang Phung, T. T., & Vu, V. L. (2023). Gender gap in mathematics achievement: Vietnamese students in American mathematics competitions. Issues in Educational Research, 33(1), 137-154.
 
32.
Lee, J. (2022). Unveiling the relationships among adolescents’ persistent academic possible selves, academic self-concept, self-regulation, and achievement: A longitudinal and moderated mediation study. Self and Identity, 21(4), 474-498. https://doi.org/10.1080/152988....
 
33.
Leng, E. Y., Baki, R., & Mahmud, R. (2010). Stability of the intrinsic motivation inventory (IMI) for the use of Malaysian form one students in ICT literacy class. EURASIA Journal of Mathematics, Science and Technology Education, 6(3), 215-226. https://doi.org/10.12973/ejmst....
 
34.
Lishchynska, M., Palmer, C., Lacey, S., & O’Connor, D. (2023). Is motivation the key? Factors impacting performance in first year service mathematics modules. European Journal of Science and Mathematics Education, 11(1), 146-166. https://doi.org/10.30935/scima....
 
35.
Lohbeck, A., Nitkowski, D., & Petermann, F. (2016). A control-value theory approach: Relationships between academic self-concept, interest, and test anxiety in elementary school children. Child & Youth Care Forum, 45, 887-904. https://doi.org/10.1007/s10566....
 
36.
Lyons, E., Mesghina, A., & Richland, L. E. (2022). Complicated gender gaps in mathematics achievement: Elevated stakes during performance as one explanation. Mind, Brain, and Education, 16(1), 36-47. https://doi.org/10.1111/mbe.12....
 
37.
Marsh, H. W., & O’ Neil, R. (1984). Self description questionnaire III: The construct validity of multidimensional self-concept ratings by late adolescents. Journal of Educational Measurement, 21(2), 153-173. https://doi.org/10.1111/j.1745....
 
38.
Marsh, H. W., Trautwein, U., Lüdtke, O., Köller, O., & Baumert, J. (2005). Academic self-concept, interest, grades, and standardized test scores: Reciprocal effects models of causal ordering. Child Development, 76(2), 397-416. https://doi.org/10.1111/j.1467....
 
39.
Mejía-Rodríguez, A. M., Luyten, H., & Meelissen, M. R. (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....
 
40.
Morano, S., Markelz, A. M., Randolph, K. M., Myers, A. M., & Church, N. (2021). Motivation matters: Three strategies to support motivation and engagement in mathematics. Intervention in School and Clinic, 57(1), 15-22. https://doi.org/10.1177/105345....
 
41.
Nagy, G., Trautwein, U., Baumert, J., Köller, O., & Garrett, J. (2006). Gender and course selection in upper secondary education: Effects of academic self-concept and intrinsic value. Educational research and Evaluation, 12(4), 323-345. https://doi.org/10.1080/138036....
 
42.
Ngurah, A. A. M. I. G., & Lynch, D. P. (2013). A confirmatory factor analysis of attitudes toward mathematics inventory (ATMI). The Mathematics Educator, 15(1), 121-135.
 
43.
Niss, M. (1994). Mathematics in society. Didactics of Mathematics as a Scientific Discipline, 13, 367-378.
 
44.
Ostrow, K. S., & Heffernan, N. T. (2018). Testing the validity and reliability of intrinsic motivation inventory subscales within ASSISTments. In Proceedings of the International Conference on Artificial Intelligence in Education (pp. 381-394). Springer. https://doi.org/10.1007/978-3-....
 
45.
Pintrich, P. R., Smith, D. A. F., Garcia, T., & McKeachie, W. J. (1991). A manual for the use of the motivated strategies for learning questionnaire (MSLQ). Project on instructional processes and educational outcomes, 1-76. National Center for Research to Improve Postsecondary Teaching and Learning. https://files.eric.ed.gov/full....
 
46.
Preckel, F., Goetz, T., Pekrun, R., & Kleine, M. (2008). Gender differences in gifted and average-ability students: Comparing girls’ and boys’ achievement, self-concept, interest, and motivation in mathematics. Gifted Child Quarterly, 52(2), 146-159. https://doi.org/10.1177/001698....
 
47.
Primi, C., Bacherini, A., Beccari, C., & Donati, M. A. (2020). Assessing math attitude through the attitude toward mathematics inventory-short form in introductory statistics course students. Studies in Educational Evaluation, 64, 100838. https://doi.org/10.1016/j.stue....
 
48.
Ramírez Echeverry, J. J., García Carrillo, À., & Olarte Dussan, F. A. (2016). Adaptation and validation of the motivated strategies for learning questionnaire-MSLQ-in engineering students in Colombia. International Journal of Engineering Education, 32(4), 1774-1787.
 
49.
Rodriguez, 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/10.1007/s10763....
 
50.
Ryan, R. M., & Deci, E. L. (2000). Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology, 25(1), 54-67. https://doi.org/10.1006/ceps.1....
 
51.
Saß, S., & Kampa, N. (2019). Self-concept profiles in lower secondary level–An explanation for gender differences in science course selection? Frontiers in Psychology, 10, 836. https://doi.org/10.3389/fpsyg.....
 
52.
Schnitzler, K., Holzberger, D., & Seidel, T. (2021). All better than being disengaged: Student engagement patterns and their relations to academic self-concept and achievement. European Journal of Psychology of Education, 36(3), 627-652. https://doi.org/10.1007/s10212....
 
53.
Sewasew, D., & Schroeders, U. (2019). The developmental interplay of academic self-concept and achievement within and across domains among primary school students. Contemporary Educational Psychology, 58, 204-212. https://doi.org/10.1016/j.cedp....
 
54.
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/10.3102/003465....
 
55.
Simonsmeier, B. A., Peiffer, H., Flaig, M., & Schneider, M. (2020). Peer feedback improves students’ academic self-concept in higher education. Research in Higher Education, 61, 706-724. https://doi.org/10.1007/s11162....
 
56.
Soysal, D., Bani-Yaghoub, M., & Riggers-Piehl, T. A. (2022). A machine learning approach to evaluate variables of math anxiety in STEM students. Pedagogical Research, 7(2), em0125. https://doi.org/10.29333/pr/11....
 
57.
Tambunan, H. (2018). The dominant factor of teacher’s role as a motivator of students’ interest and motivation in mathematics achievement. International Education Studies, 11(4), 144-151. https://doi.org/10.5539/ies.v1....
 
58.
Tapia, M., & Marsh, G. E. (2002). Confirmatory factor analysis of the attitudes toward mathematics inventory [Paper presentation]. Annual Meeting of the Mid-South Educational Research Association.
 
59.
Tolley, P. A., Blat, C., McDaniel, C., Blackmon, D., & Rovster, D. (2012). Enhancing the mathematics skills of students enrolled in introductory engineering courses: Eliminating the gap in incoming academic preparation. Journal of STEM Education: Innovation and Research, 13(3), 74-86.
 
60.
Tossavainen, T., Rensaa, R. J., & Johansson, M. (2021). Swedish first-year engineering students’ views of mathematics, self-efficacy and motivation and their effect on task performance. International Journal of Mathematical Education in Science and Technology, 52(1), 23-38. https://doi.org/10.1080/002073....
 
61.
Tran, L. T., & Nguyen, T. S. (2021). Motivation and mathematics achievement: A Vietnamese case study. Journal on Mathematics Education, 12(3), 449-468. https://doi.org/10.22342/jme.1....
 
62.
Usán Supervía, P., Salavera Bordás, C., & Lorente, V. M. (2020). The mediating role of goal orientation (task) in the relationship between engagement and academic self-concept in students. International Journal of Environmental Research and Public Health, 17(22), 8323. https://doi.org/10.3390/ijerph....
 
63.
van der Westhuizen, L., Niepel, C., Greiff, S., Fischbach, A., & Arens, A. K. (2023). The big-fish-little-pond effect on academic self-concept and interest in first-and third-grade students. Learning and Instruction, 87, 101802. https://doi.org/10.1016/j.lear....
 
64.
Vorderman, C., Porkess, R., Budd, C., Dunne, R., Rahman-Hart, P. (2011). A world-class mathematics education for all young people. https://www.gloucestershire.go....
 
65.
Wang, L., & Yu, Z. (2023). Gender-moderated effects of academic self-concept on achievement, motivation, performance, and self-efficacy: A systematic review. Frontiers in Psychology, 14, 1136141. https://doi.org/10.3389/fpsyg.....
 
66.
Weiner, B. (1985). An attributional theory of achievement motivation and emotion. Psychological Review, 92, 548-573. https://doi.org/10.1037/0033-2....
 
67.
Wu, H., Guo, Y., Yang, Y., Zhao, L., & Guo, C. (2021). A meta-analysis of the longitudinal relationship between academic self-concept and academic achievement. Educational Psychology Review, 33, 1749-1778. https://doi.org/10.1007/s10648....
 
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