Correlation of mathematical resilience, attitudes and learning habits, gender and their impact on student academic performance
DOI:
https://doi.org/10.29408/jel.v11i3.30058Keywords:
academic performance, attitudes and learning habits, mathematical resilienceAbstract
Students enrolled in Informatics Engineering Education programs frequently encounter substantial obstacles in mastering Discrete Mathematics, a fundamental subject that necessitates perseverance, logical reasoning, and effective study strategies. These challenges are often compounded by negative perceptions of mathematics, lack of perseverance in learning, and ineffective study habits. In this context, it is imperative to investigate non-cognitive factors that may influence students’ academic performance (SAP), such as mathematics resilience (MR), attitudes and learning habits (ALH), and gender. This study endeavours to examine the extent to which MR, ALH, and gender contribute to SAP in Discrete Mathematics. A quantitative ex post facto correlational design was employed, involving a sample of 50 third-semester students selected through proportional random sampling methods. Data were collected using standardised questionnaires assessing MR and ALH, along with academic records from the targeted course. The findings indicate that both MR and ALH significantly influence students’ academic performance. Among these factors, ALH emerged as the most influential contributor to academic success. In contrast, gender did not have any substantial impact on students’ achievement. These results emphasize the significance of non-cognitive factors—particularly resilience and effective learning behaviors—in supporting students’ success in mathematics-related coursework.
References
Akkan, S. N., & Horzum, T. (2024). Illuminating the landscape of mathematical resilience: A systematic review. Journal of Pedagogical Research, 8(1), 312–338. https://doi.org/10.33902/JPR.202425424
Alemany-Arrebola, I., Ortiz-Gómez, M. d. M., Lizarte-Simón, E. J., & Mingorance-Estrada, Á. C. (2025). The attitudes towards mathematics: Analysis in a multicultural context. Humanities and Social Sciences Communications, 12, 254. https://doi.org/10.1057/s41599-025-04548-x
Amoadu, M., Agormedah, E. K., Obeng, P., Srem-Sai, M., Hagan, J. E., Jr., & Schack, T. (2024). Gender differences in academic resilience and well-being among senior high school students in Ghana: A cross-sectional analysis. Children, 11(5), 512. https://doi.org/10.3390/children11050512
Attami, D., Budiyono, & Indriati, D. (2020). Mathematical resilience and mathematical problem-solving ability in junior high school. Journal of Physics: Conference Series, 1613(1), 012028. https://doi.org/10.1088/1742-6596/1613/1/012028
Aydın, M., & Erdem, C. (2023). Profiles of academically resilient students: An examination on TIMSS mathematics data. Current Psychology, 42, 18916–18927. https://doi.org/10.1007/s12144-022-03055-5
Azizah, L. N. (2023). Resiliensi matematis dan prestasi matematika mahasiswa informatika [Mathematical resilience and mathematics achievement of informatics engineering students]. Jurnal Dialektika Program Studi Pendidikan Matematika, 10(1), 747–756. Retrieved from https://journal.peradaban.ac.id/index.php/jdpmat/article/view/1388
Barrera, J. D. (2024). Mathematics academic performance: Multiple regression analysis model. International Journal of Multidisciplinary: Applied Business and Education Research, 5(10), 3905–3910. https://doi.org/10.11594/ijmaber.05.10.08
Bergold, S., & Steinmayr, R. (2018). Personality and intelligence interact in the prediction of academic achievement. Journal of Intelligence, 6(2), 27. https://doi.org/10.3390/jintelligence6020027
Bohrnstedt, G. W., Zhang, J., Li, M., Ikoma, S., Park, B. J., & Broer, M. (2024). Mathematics motivation and mathematics performance: Does gender play a role? AERA Open, 10. https://doi.org/10.1177/23328584241298272
Brenner, C. A. (2022). Self-regulated learning, self-determination theory and teacher candidates’ development of competency-based teaching practices. Smart Learning Environments, 9(3). https://doi.org/10.1186/s40561-021-00184-5
Capuno, R., Necesario, R., Etcuban, J. O., Espina, R., Padillo, G., & Manguilimotan, R. (2019). Attitudes, study habits, and academic performance of junior high school students in mathematics. International Electronic Journal of Mathematics Education, 14(3), 547–561. https://doi.org/10.29333/iejme/5768
Chan, L. L., & Idris, N. (2017). Validity and reliability of the instrument using exploratory factor analysis and Cronbach’s alpha. International Journal of Academic Research in Business and Social Sciences, 7(10), 400–410. http://dx.doi.org/10.6007/IJARBSS/v7-i10/3387
Creswell, J. W. (2014). Educational research: Planning, conducting, and evaluating quantitative and qualitative research (4th ed.). Pearson.
Dings, A., & Spinath, F. M. (2021). Motivational and personality variables distinguish academic underachievers from high achievers, low achievers, and overachievers. Social Psychology of Education, 24, 1461–1485. https://doi.org/10.1007/s11218-021-09659-2
Dowker, A., & Sheridan, H. (2022). Relationships between mathematics performance and attitude to mathematics: Influences of gender, test anxiety, and working memory. Frontiers in Psychology, 13, 814992. https://doi.org/10.3389/fpsyg.2022.814992
Duckworth, A. L., & Yeager, D. S. (2015). Measurement matters: Assessing personal qualities other than cognitive ability for educational purposes. Educational Researcher, 44(4), 237–251. https://doi.org/10.3102/0013189X15584327
Fatimah, A., & Purba, A. (2021). Meningkatkan resiliensi matematis mahasiswa pada mata kuliah matematika dasar melalui pendekatan differentiated instruction [Enhancing students’ mathematical resilience in basic mathematics courses through a differentiated instruction approach]. Journal of Didactic Mathematics, 2(1), 42–49. https://doi.org/10.34007/jdm.v2i1.617
Fatimah, A. E., & Purba, R. (2021). Hubungan resiliensi matematis terhadap kemampuan pemecahan masalah matematis mahasiswa pada mata kuliah matematika dasar [The relationship between mathematical resilience and students’ mathematical problem-solving ability in basic mathematics courses]. Journal of Didactic Mathematics, 1(3), 151–157. https://doi.org/10.34007/jdm.v1i3.470
Ferinaldi, F., & Rais, H. (2020). Hubungan kebiasaan belajar dan kemampuan pemecahan masalah matematis pada mahasiswa pendidikan matematika STKIP YPM Bangko [The relationship between study habits and mathematical problem-solving ability among mathematics education students at STKIP YPM Bangko]. Jurnal Pendidikan Matematika Raflesia, 5(2), 93–102. https://doi.org/10.33369/jpmr.v5i2.11414
Firdousi, S., Yong, C., Amir, B., & Waqar, A. (2024). The influence of student learning, student expectation and quality of instructor on student perceived satisfaction and student academic performance: Under online, hybrid and physical classrooms. Open Education Studies, 6(1), 20240016. https://doi.org/10.1515/edu-2024-0016
Fitriani, F., Herman, T., & Fatimah, S. (2023). Considering the mathematical resilience in analyzing students’ problem-solving ability through learning model experimentation. International Journal of Instruction, 16(1), 219–240. https://doi.org/10.29333/iji.2023.16113a
Hakim, F., & Murtafiah. (2020). Adversity quotient and resilience in mathematical proof. MaPan: Jurnal Matematika dan Pembelajaran, 8(1), 87–102. https://doi.org/10.24252/mapan.2020v8n1a7
Hanifah, A. I., & Nawafilah, N. Q. (2021). Analisis kesulitan belajar mahasiswa teknik informatika pada mata kuliah aljabar linier [An analysis of learning difficulties among informatics engineering students in linear algebra courses]. J-PiMat: Jurnal Pendidikan Matematika, 3(1), 337–346. https://doi.org/10.31932/j-pimat.v3i1.1182
Hashim, S., Masek, A., Mohd Mahthir, B., Rashid, A., & Nincarean, D. (2021). Association of interest, attitude and learning habit in mathematics learning towards enhancing students’ achievement. Indonesian Journal of Science and Technology, 6(1), 113–122. https://doi.org/10.17509/ijost.v6i1.31526
He, J., Iskhar, S., Yang, Y., & Aisuluu, M. (2023). Exploring the relationship between teacher growth mindset, grit, mindfulness, and EFL teachers' well-being. Frontiers in psychology, 14, 1241335. https://doi.org/10.3389/fpsyg.2023.1241335
Hernández de la Hera, J. M., Morales-Rodríguez, F. M., Rodríguez-Gobiet, J. P., & Martínez-Ramón, J. P. (2023). Attitudes toward mathematics/statistics, anxiety, self-efficacy and academic performance: An artificial neural network. Frontiers in Psychology, 14, 1214892. https://doi.org/10.3389/fpsyg.2023.1214892
Hershner, S. (2020). Sleep and academic performance: Measuring the impact of sleep. Current Opinion in Behavioral Sciences, 33, 51–56. https://doi.org/10.1016/j.cobeha.2019.11.009
Hyde, J. S. (2014). Gender similarities and differences. Annual Review of Psychology, 65, 373–398.
Johnston-Wilder, S., Baker, J. K., McCracken, A., & Msimanga, A. (2020). A toolkit for teachers and learners, parents, carers and support staff: Improving mathematical safeguarding and building resilience to increase effectiveness of teaching and learning mathematics. Creative Education, 11(8), 1418–1441. https://doi.org/10.4236/ce.2020.118104
Johnston-Wilder, S., Lee, C., Garton, L., Goodlad, S., & Brindley, J. (2013, November 18–20). Developing coaches for mathematical resilience. In ICERI 2013: 6th International Conference on Education, Research and Innovation (Seville, Spain). IATED. http://iated.org/iceri2013/
Kablan, Z., & Uğur, S. S. (2020). The relationship between routine and non-routine problem solving and learning styles. Educational Studies, 47(3), 328–343. https://doi.org/10.1080/03055698.2019.1701993
Kusumaningrum, D. S., & Lestari, S. A. P. (2019). Analisis kesulitan belajar matematika diskrit mahasiswa teknik informatika [An analysis of discrete mathematics learning difficulties among informatics engineering students]. PRISMA, 8(2), 96–110. Retrieved from https://jurnal.unsur.ac.id/prisma/article/view/717
Laelasari, L., Darhim, D., & Prabawanto, S. (2022). Mathematic resilience ability of students in linear program material with blended learning in the era of pandemic. JTAM (Jurnal Teori dan Aplikasi Matematika), 6(2), 294–307. https://doi.org/10.31764/jtam.v6i2.6961
MacCann, C., Jiang, Y., Brown, L. E. R., Double, K. S., Bucich, M., & Minbashian, A. (2020). Emotional intelligence predicts academic performance: A meta-analysis. Psychological Bulletin, 146(2), 150–186. https://doi.org/10.1037/bul0000219
Mazana, M. Y., Montero, C. S., & Casmir, R. O. (2019). Investigating students’ attitude towards learning mathematics. International Electronic Journal of Mathematics Education, 14(1), 207–231. https://doi.org/10.29333/iejme/3997
Mozahem, N. A., Boulad, F. M., & Ghanem, C. M. (2020). Secondary school students and self-efficacy in mathematics: Gender and age differences. International Journal of School & Educational Psychology, 9(sup1), S142–S152. https://doi.org/10.1080/21683603.2020.1763877
Mujib, A. (2019). Kesulitan mahasiswa dalam pembuktian matematis: Problem matematika diskrit. Jurnal MathEducation Nusantara, 2(1), 51–57. Retrieved from https://jurnal.pascaumnaw.ac.id/index.php/JMN/article/view/68
Mutya, R., Alcantara, G., Sala, A., Carascal, I., Terana, C., & Presbitero, M. (2023). Student’s attitudes, study habits, and academic performance in science using self-learning modules. Jurnal Pendidikan IPA Indonesia, 12(3), 460–469. https://doi.org/10.15294/jpii.v12i3.43957
Nabdel, S., Aksoy, N. C., & Çinar, C. (2023). The relationship between academic achievement in mathematics course, academic procrastination, digital game playing motivation and problem-solving skill of middle school students. Eğitim Ve Toplum Araştırmaları Dergisi, 10(2), 224–236. https://doi.org/10.51725/etad.1383827
OECD. (2021). The state of global education: 18 months into the pandemic. OECD Publishing.
Pintrich, P. R. (2004). A conceptual framework for assessing motivation and self-regulated learning in college students. Educational Psychology Review, 16, 385–407. https://doi.org/10.1007/s10648-004-0006-x
Reynolds, M. R., Scheiber, C., Hajovsky, D. B., Schwartz, B., & Kaufman, A. S. (2015). Gender differences in academic achievement: Is writing an exception to the gender similarities hypothesis? The Journal of Genetic Psychology, 176(4), 211–234. https://doi.org/10.1080/00221325.2015.1036833
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
Rohwer, D. (2022). Designing ex post facto and experimental studies. In B. Powell & L. H. Burnard (Eds.), Inquiry in music education (2nd ed., pp. 230–252). Routledge. https://doi.org/10.4324/9781003057703
Rustanuarsi, R. (2022). Pengaruh resiliensi matematis terhadap prestasi belajar mahasiswa tadris matematika [The influence of mathematical resilience on academic achievement of mathematics education students in the tadris program]. Jurnal Pembelajaran dan Matematika Sigma (JPMS), 8(1), 46–53. https://doi.org/10.36987/jpms.v8i1.4403
Sakirudeen, A. O., & Sanni, K. B. (2017). Study habits and academic performance of secondary school students in mathematic: A case study of selected secondary schools in uyo local education council. Research in Pedagogy, 7(2), 283–297. Retrieved from https://files.eric.ed.gov/fulltext/EJ1165903.pdf
Santrock, J. W. (2011). Educational psychology (5th ed.). McGraw-Hill.
Schoenfeld, A. H. (2010). How we think: A theory of goal-oriented decision making and its educational applications (1st ed.). Routledge. https://doi.org/10.4324/9780203843000
Sharma Chapai, K. P., Joshi, D. R., Singh, A. B., & Khadka, J. (2024). Role of students’ academic procrastination in shaping mathematics achievement. Education Inquiry, 1–27. https://doi.org/10.1080/20004508.2024.2418151
Siagian, M. D., Fatimah, A. E., Abadi, A. P., Sutirna, S., & Siregar, R. (2025). A comprehensive analysis of mathematical resilience in elementary school students: A gender and learning style perspective. Beta: Jurnal Tadris Matematika, 18(1), 1–20. https://doi.org/10.20414/betajtm.v18i1.683
Sidek, N., Kamal, A. A., & Rahman, Z. A. (2024). Sleep quality levels and academic performance among secondary school. ACPES Journal of Physical Education, Sport, and Health, 4(1), 62–69. http://dx.doi.org/10.15294/ajpesh.v4i1.12102
Supriadi, N., Wan Jamaluddin, Z., & Suherman, S. (2024). The role of learning anxiety and mathematical reasoning as predictors of promoting learning motivation: The mediating role of mathematical problem solving. Thinking Skills and Creativity, 52, 101497. https://doi.org/10.1016/j.tsc.2024.101497
Svartdal, F., Sæle, R. G., Dahl, T. I., Nemtcan, E., & Gamst-Klaussen, T. (2021). Study habits and procrastination: The role of academic self-efficacy. Scandinavian Journal of Educational Research, 66(7), 1141–1160. https://doi.org/10.1080/00313831.2021.1959393
Tus, J. (2020). The influence of study attitudes and study habits on the academic performance of the students. International Journal of All Research Writings. https://doi.org/10.6084/m9.figshare.13093391
Usher, E. L., & Pajares, F. (2009). Sources of self-efficacy in mathematics: A validation study. Contemporary Educational Psychology, 34(1), 89–101. https://doi.org/10.1016/j.cedpsych.2008.09.002
Vera Gil, S. (2024). The influence of gender on academic performance and psychological resilience, and the relationship between both: Understanding the differences through gender stereotypes. Trends in Psychology. https://doi.org/10.1007/s43076-024-00370-7
Vergara, C. R. (2021). Mathematics resilience and achievement goals: Exploring the role of non-cognitive factors to mathematics performance of university students amidst of pandemic. Open Access Library Journal, 8, 1–10. https://doi.org/10.4236/oalib.1108166
Walck-Shannon, E. M., Rowell, S. F., & Frey, R. F. (2021). To what extent do study habits relate to performance? CBE—Life Sciences Education, 20(1), ar6. https://doi.org/10.1187/cbe.20-05-0091
Wang, L., & Chen, C. J. (2025). Factors affecting student academic performance: A systematic review. International Journal on Studies in Education (IJonSE), 7(1), 1–47. https://doi.org/10.46328/ijonse.276
Xenofontos, C., & Mouroutsou, S. (2022). Resilience in mathematics education research: A systematic review of empirical studies. Scandinavian Journal of Educational Research, 67(7), 1041–1055. https://doi.org/10.1080/00313831.2022.2115132
Yeribatuah, P., & Arthur, Y. D. (2023). Learners’ attitude towards mathematics and technology on their mathematics interest: The mediating role of learners’ mathematics perception. Jurnal Pendidikan Matematika, 17(3), 361–378. Retrieved from https://jpm.ejournal.unsri.ac.id/index.php/jpm/article/view/165
Zanthy, L. S. (2018). Kontribusi resiliensi matematis terhadap kemampuan akademik mahasiswa pada mata kuliah statistika matematika [The contribution of mathematical resilience to students’ academic ability in mathematical statistics courses]. Mosharafa: Jurnal Pendidikan Matematika, 7(1), 85–94. https://doi.org/10.31980/mosharafa.v7i1.477
Zhang, J. F., Kuusisto, E., & Tirri, K. (2017). How teachers’ and students’ mindsets in learning have been studied: Research findings on mindset and academic achievement. Psychology, 8, 1363–1377. https://doi.org/10.4236/psych.2017.89089
Zhou, D., Du, X., Hau, K. T., Luo, H., Feng, P., & Liu, J. (2019). Teacher-student relationship and mathematical problem-solving ability: mediating roles of self-efficacy and mathematical anxiety. Educational Psychology, 40(4), 473–489. https://doi.org/10.1080/01443410.2019.1696947
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