Factors Influencing Mathematics Achievement among School Students (2015-2025): A Systematic Review

Authors

  • Durgaprasad Sahoo
  • Sridevi M
  • Thiyagu Kaliappan
  • Parthiban G
  • Karthikeyan P
  • Raja Kumar S

Keywords:

Instructional Practices; Mathematics Achievement; Psychological Factors; School Students; Socioeconomic Factors; Systematic Review

Abstract

The present study focused on a systematic review on mathematics achievement. The systematic review was conducted to summarize evidence on various factors of students’ mathematics achievement of school students from 2015 to 2025 by using the PRISMA framework. For this study, a systematic search was conducted by using the Scopus database which yielded 416 studies. Out of 416 studies, 46 studies were selected for full-text review. Out of 46 studies, 16 were excluded after being manually read, as these papers did not meet the objectives of the study. Thus, 30 studies were included for final analysis. The findings of the study revealed that psychological factors are the dominant factors that influence the level of mathematics achievement. Other factors are socioeconomic conditions and instructional strategies. The contribution of psychological factors and student-related factors, such as student engagement and instructional practices, was found to be important factors of students’ mathematics achievement. Family, social, and school factors in learning significantly influence learning outcomes in mathematics among school students. Effective use of digital tools by the teacher has contributed positively to mathematics achievement. It was seen that students' mathematics achievement was negatively affected by the disruption of education during the COVID-19 pandemic. The findings from these 30 studies show that mathematics achievement is best improved through a holistic, adaptive and inclusive approach that helps learners succeed both academically and in life.

https://doi.org/10.26803/ijlter.25.6.30

References

Adewuyi, H. O., & Gbolade, O. O. A. (2024). Psychosocial predictors of students’ achievement in mathematics: A path-analytical study. International Journal of Learning, Teaching and Educational Research, 23(6), 171–188. https://doi.org/10.26803/ijlter.23.6.8

Alharbi, H., & Aldhafiri, S. (2024). The relationship of mathematical reasoning to mathematics achievement and academic excellence. Journal of Education and Training Studies, 12(4), 79-91. https://doi.org/10.11114/jets.v12i4.7185

Anbar, N., Cheie, L., & Visu-Petra, L. (2022). Math anxiety, math achievement and gender differences among primary school children and their parents from Palestine. International Journal of Learning, Teaching and Educational Research, 21(8), 326–334. https://doi.org/10.26803/ijlter.21.8.19

Asp, L., Klapp, A., & Rosén, M. (2025). Does teaching quality matter for Nordic primary school students’ mathematics confidence and mathematics achievement? A multilevel structural equation analysis of Nordic TIMSS 2019 grade 4 data. Large-Scale Assessments in Education, 13(1), 1-31. https://doi.org/10.1186/s40536-025-00238-x

Bal, A. P. (2016). The effect of the differentiated teaching approach in the algebraic learning field on students’ academic achievements. Eurasian Journal of Educational Research, 16(63), 185–204. https://doi.org/10.14689/ejer.2016.63.11

Boadu, S. K., & Boateng, F. O. (2024). Enhancing students’ achievement in mathematics education in the 21st century through technology integration, collaborative learning, and student motivation: The mediating role of student interest. Eurasia Journal of Mathematics, Science and Technology Education, 20(11), 1-17, em2534. https://doi.org/10.29333/ejmste/15622

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(1), 1-17. https://doi.org/10.1177/23328584241298272

Bozick, R., Malchiodi, A., & Miller, T. (2016). Premigration school quality, time spent in the United States, and the math achievement of immigrant high school students. Demography, 53(5), 1477–1498. https://doi.org/10.1007/s13524-016-0497-3

Chien, P., & Khan, K. (2023). Systematic review reporting—Writing concisely and precisely. Pakistan Journal of Medical Sciences, 39(2), 317-322 https://doi.org/10.12669/pjms.39.2.7428

Dada, O., & Akpan, S. M. (2019). Discriminant analysis of psycho-social predictors of mathematics achievement of gifted students in Nigeria. Journal for the Education of Gifted Young Scientists, 7(3), 581–594. https://doi.org/10.17478/jegys.605981

Fong, C. J., & Kremer, K. P. (2020). An expectancy-value approach to math underachievement: examining high school achievement, college attendance, and STEM interest. Gifted Child Quarterly, 64(2), 67–84. https://doi.org/10.1177/0016986219890599

Gao, H., Li, J., Kwan Eu, L., Yun, T., & Wang, C. (2025). The impact of online lesson study on students’ achievement in mathematics in China. Educational Action Research, 33(2), 378–394. https://doi.org/10.1080/09650792.2024.2325665

Howard, N. R., Howard, K. E., Busse, R. T., & Hunt, C. (2023). Let’s talk: An examination of parental involvement as a predictor of STEM achievement in math for high school girls. Urban Education, 58(4), 586–613. https://doi.org/10.1177/0042085919877933

Joshi, D. R., Sharma Chapai, K. P., Upadhayaya, P. R., Adhikari, K. P., & Belbase, S. (2025). Effect of using digital resources on mathematics achievement: Results from PISA 2022. Cogent Education, 2488161 12(1), 1-22. https://doi.org/10.1080/2331186X.2025.2488161

Kitsantas, A., Cheema, J., & Ware, H. W. (2011). Mathematics achievement: The role of homework and self-efficacy beliefs. Journal of Advanced Academics, 22(2), 310–339. https://doi.org/10.1177/1932202X1102200206

Lavelle-Hill, R., Frenzel, A. C., Goetz, T., Lichtenfeld, S., Marsh, H. W., Pekrun, R., Sakaki, M., Smith, G., & Murayama, K. (2024). How the predictors of math achievement change over time: A longitudinal machine learning approach. Journal of Educational Psychology, 116(8), 1383–1403. https://doi.org/10.1037/edu0000863

Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gotzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009). The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: Explanation and elaboration. BMJ, 339(jul21 1), b2700–b2700. https://doi.org/10.1136/bmj.b2700

Liu, R., Jong, C., & Fan, M. (2024). Reciprocal relationship between self-efficacy and achievement in mathematics among high school students: First author. Large-Scale Assessments in Education, 14, 12(1),1-16. https://doi.org/10.1186/s40536-024-00201-2

Lv, B., Lv, L., Wang, P., & Luo, L. (2019). A person-centered investigation of math motivation and its correlates to math achievement in elementary students. Journal of Pacific Rim Psychology, 13, 1-7. https://doi.org/10.1017/prp.2019.21

Maamin, M., Maat, S. M., & H. Iksan, Z. (2021). The Influence of Student Engagement on Mathematical Achievement among Secondary School Students. Mathematics, 10(1), 1-14. https://doi.org/10.3390/math10010041

Mackin Freeman, D., & Shifrer, D. (2023). Arts for whose sake? Arts course-taking and math achievement in US high schools. Sociological Perspectives, 66(2), 226–245. https://doi.org/10.1177/07311214221124537

Meyer, J., Fleckenstein, J., & Köller, O. (2019). Expectancy value interactions and academic achievement: Differential relationships with achievement measures. Contemporary Educational Psychology, 58, 58–74. https://doi.org/10.1016/j.cedpsych.2019.01.006

Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group. (2009). Preferred Reporting items for systematic reviews and meta-analyses: The PRISMA Statement. PLoS Medicine, 6(7), e1000097- e1000097. https://doi.org/10.1371/journal.pmed.1000097

Moliner, L., & Alegre, F. (2022). COVID-19 Restrictions and its influence on students’ mathematics achievement in Spain. Education Sciences, 105 12(2),1-10. https://doi.org/10.3390/educsci12020105

Moliner, L., Alegre, F., & Lorenzo-Valentin, G. (2022). The COVID-19 pandemic’s impact on 9th grade students’ mathematics achievement. European Journal of Educational Research, 11(2),835–845. https://doi.org/10.12973/eu-jer.11.2.835

Morgan, P. L., Hu, E. H., Farkas, G., Hillemeier, M. M., Oh, Y., & Gloski, C. A. (2023). Racial and ethnic disparities in advanced science and mathematics achievement during elementary school. Gifted Child Quarterly, 67(2), 151–172. https://doi.org/10.1177/00169862221128299

Ndelale, I., Gordon, J. F., Appiagyei, E., & Akendita, P. A. (2025). Family and teacher predictors of mathematics achievement in senior high school students: Evidence from SEM. Journal of Pedagogical Sociology and Psychology, 7(4),1-12 https://doi.org/10.33902/JPSP.202533190

Skaalvik, E. M., Federici, R. A., & Klassen, R. M. (2015). Mathematics achievement and self-efficacy: Relations with motivation for mathematics. International Journal of Educational Research, 72, 129–136. https://doi.org/10.1016/j.ijer.2015.06.008

Sapazhanov, Y., Orynbassar, A., Kadyrov, S., & Sydykhov, B. (2020). factors affecting mathematics achievement in Central Asian specialized universities. International Journal of Emerging Technologies in Learning (iJET), 15(19), 143-153. https://doi.org/10.3991/ijet.v15i19.15629

Stelzer, F., Vernucci, S., Aydmune, Y., Del Valle, M., Andres, M. L., & Introzzi, I. M. (2024). Mathematics achievement in the last year of primary school. Longitudinal relationship with general cognitive skills and prior mathematics knowledge. European Journal of Psychology of Education, 39(2), 517–533. https://doi.org/10.1007/s10212-023-00700-w

Su, A., & He, W. (2020). Exploring Factors linked to the mathematics achievement of ethnic minority students in China for sustainable development: A multilevel modeling analysis. Sustainability, 12(7), 1-14. https://doi.org/10.3390/su12072755

Teoh Sian Hoon, S. H. O. (2022). Mathematics Anxiety and its Relationship with Mathematics Achievement Among Secondary School Students. Asian Journal of University Education, 18(4), 863–878. https://doi.org/10.24191/ajue.v18i4.19992

Tomul, E., Önder, E., & Taslidere, E. (2021). The relative effect of student, family and school-related factors on math achievement by location of the school. Large-Scale Assessments in Education, 9(1), 1-29. https://doi.org/10.1186/s40536-021-00117-1

Ugwuanyi, C. S., Okeke, C. I. O., & Asomugha, C. G. (2020). Prediction of learners’ mathematics performance by their emotional intelligence, self-esteem and self-efficacy. Cypriot Journal of Educational Sciences, 15(3), 492–501. https://doi.org/10.18844/cjes.v15i3.4916

Van Der Beek, J. P. J., Van Der Ven, S. H. G., Kroesbergen, E. H., & Leseman, P. P. M. (2017). Self?concept mediates the relation between achievement and emotions in mathematics. British Journal of Educational Psychology, 87(3), 478–495. https://doi.org/10.1111/bjep.12160

Vandecandelaere, M., Vansteelandt, S., De Fraine, B., & Van Damme, J. (2016). Time-varying treatments in observational studies: Marginal structural models of the effects of early grade retention on math achievement. Multivariate Behavioral Research, 51(6), 1–22. https://doi.org/10.1080/00273171.2016.1155146

Wang, C., Cho, H. J., Wiles, B., Moss, J. D., Bonem, E. M., Li, Q., Lu, Y., & Levesque-Bristol, C. (2022). Competence and autonomous motivation as motivational predictors of college students’ mathematics achievement: From the perspective of self-determination theory. International Journal of STEM Education,41, 9(1), 1-14. https://doi.org/10.1186/s40594-022-00359-7

Wole, F. T., Negasi, R. D., & Abebe, A. S. (2025). The role of social goal orientation and academic help-seeking behavior on mathematics achievement of primary students. Cogent Education, 12(1),1-15. https://doi.org/10.1080/2331186X.2025.2490446

Yang, Y., Maeda, Y., & Gentry, M. (2024). The relationship between mathematics self-efficacy and mathematics achievement: Multilevel analysis with NAEP 2019. Large-Scale Assessments in Education,16, 12(1), 1-29. https://doi.org/10.1186/s40536-024-00204-z

Yarkwah, C., Kpotosu, C. K., & Gbormittah, D. (2024). Effect of test anxiety on students’ academic performance in mathematics at the senior high school level. Discover Education, 3(1),1-29 245.

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Published

2026-06-30

How to Cite

Sahoo, D. ., M, S. ., Kaliappan, T., G, P., P, K. ., & S, R. K. . (2026). Factors Influencing Mathematics Achievement among School Students (2015-2025): A Systematic Review. International Journal of Learning, Teaching and Educational Research, 25(6), 706–731. Retrieved from https://ijlter.myres.net/index.php/ijlter/article/view/2917

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