Socioeconomic Background, Preschool Attendance, and Mathematics Achievement in Serbia: Evidence from TIMSS 2023

Keywords: TIMSS, mathematics achievement, preschool education, SES, elementary school

Abstract


This study examined the associations between preschool attendance, socioeconomic status (SES), gender, and early academic skills, and fourth-grade mathematics achievement in Serbia using data from a nationally representative TIMSS 2023 sample. Method: Mathematics achievement was analyzed using plausible values, and regression models were estimated in the IEA International Database Analyzer while accounting for sampling weights. Predictors were entered in four successive regression models, with socioeconomic background entered first, followed by gender and preschool attendance, and finally early literacy and numeracy skills. Results: Socioeconomic background emerged as the strongest predictor of achievement, while gender and preschool attendance showed smaller but still statistically significant effects. Early literacy and numeracy did not account for additional variance once these factors were considered. Supplementary analyses indicated that longer preschool attendance was particularly beneficial for students from socioeconomically disadvantaged backgrounds, whereas differences were minimal among high-SES students, suggesting a compensatory effect of early childhood education. Conclusion: The results suggest that, while longer preschool attendance can partially compensate for disadvantaged socioeconomic status and contribute to better mathematics achievement, it alone cannot fully offset the strong influence of socioeconomic background, highlighting the need for broader policies that enhance educational quality and reduce educational inequalities.

Author Biography

Mirjana V Đorđević, Univerzitet u Beogradu, Fakultet za specijalnu edukaciju i rehabilitaciju
saradnik u zvanju aistenta

References

Bikić, N., Buzađija, N., & Hrnjičić, A. (2024). The impact of early childhood education and mathematical abilities on student achievement: Analysis of TIMSS 2019. International Electronic Journal of Mathematics Education, 19(3), em0779. https://doi.org/10.29333/iejme/14599

Bogovac, T. (2018). Early childhood education and care in Serbia: Current challenges and policies. In International Perspectives on Early Childhood Education and Care (pp. 163–174). Routledge.

Broer, M., Bai, Y., & Fonseca, F. (2019). Socioeconomic inequality and educational outcomes: An introduction. 1–6. https://doi.org/10.1007/978-3-030-11991-1_1

Bukva, A., & Memisevic, H. (2025). The relationship between executive functions and mathematics achievements in early-grade elementary students. Child Neuropsychology, 31(4), 635–648. https://doi.org/10.1080/09297049.2024.2421222

Coşkun, B., & Özyer, K. K. (2023). The effect of student characteristics and socioeconomic status on mathematics achievement in Türkiye: Insights from TIMSS 2011–2019. International Journal of Assessment Tools in Education. https://doi.org/10.21449/ijate.1272517

Davis-Kean, P., Domina, T., Kuhfeld, M., Ellis, A., & Gershoff, E. (2021). It matters how you start: Early numeracy mastery predicts high school math course-taking and college attendance.. Infant and Child Development, 31 2. https://doi.org/10.31234/osf.io/wdvth.

Dinh, P. T. T., & Robinson, J. A. (2023). Persistence and fading of the cognitive and socio-emotional benefits of preschool education in a low-resource setting: Group differences and dose-dependent associations in longitudinal data from Vietnam [Original Research]. Frontiers in Psychology, Volume 14 – 2023. https://doi.org/10.3389/fpsyg.2023.1065572

Else-Quest, N. M., Hyde, J. S., & Linn, M. C. (2010). Cross-national patterns of gender differences in mathematics: A meta-analysis [doi:10.1037/a0018053]. American Psychological Association.

Ersan, O., & Rodriguez, M. (2020). Socioeconomic status and beyond: A multilevel analysis of TIMSS mathematics achievement given student and school context in Turkey. Large-scale Assessments in Education, 8, 1–32. https://doi.org/10.1186/s40536-020-00093-y

Gašić-Pavišić, S., & Stanković, D. (2012). Educational achievement of Serbian students in TIMSS 2011. Zbornik Instituta za pedagoska istrazivanja, 44(2), 243–265. https://doi.org/ 10.2298/ZIPI1202243G

Han, S. W., Son, J.-W., & Kang, C. (2017). What do TIMSS studies show about math achievement inequality? A sociological perspective. In J.-W. Son, T. Watanabe, & J.-J. Lo (Eds.), What Matters? Research Trends in International Comparative Studies in Mathematics Education (pp. 289–314). Springer International Publishing. https://doi.org/10.1007/978-3-319-51187-0_16

Heyneman, S. P. (2004). The use of cross-national comparisons for local education policy. Curriculum Inquiry, 34(3), 345–352. https://doi.org/10.1111/j.1467-873X.2004.00299.x

IBM. (2020). IBM SPSS statistics for Windows. In IBM corp.

Ibralić, I., Kuduzovic, A., & Hadzic, S. (2025). Home environment matters: Predicting TIMSS math success in Bosnia and Herzegovina. Multidisciplinarni Pristupi u Edukaciji i Rehabilitaciji. https://doi.org/10.59519/mper7104

International Association for the Evaluation of Educational Achievement. (2024). TIMSS 2023 international technical report: Methods and procedures. https://www.iea.nl/publications/technical-reports/timss-2023-technical-report

Kang, C. Y., Duncan, G. J., Clements, D. H., Sarama, J., & Bailey, D. H. (2019). The roles of transfer of learning and forgetting in the persistence and fadeout of early childhood mathematics interventions. Journal of Educational Psychology, 111(4), 590–603. https://doi.org/10.1037/edu0000297

Koršňáková, P., Meinck, S., & Japelj Pavešić, B. (Eds.). (2022). Dinaric perspectives on TIMSS 2019: Teaching and learning mathematics and science in South-Eastern Europe. Springer. https://doi.org/10.1007/978-3-030-85802-5

Kravarusić, V. (2021). Factors of professional activity of educators in pedagogical practice. International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE). https://doi.org/10.23947/2334-8496-2021-9-3-385-398

Lalić-Vučetić, N., & Mirkov, S. (2023). Motivation for learning science and mathematics: TIMSS research in Serbia. Inovacije u nastavi-časopis za savremenu nastavu, 36(3), 1–19. https://doi.org/10.5937/inovacije2303001L

Lehrl, S., Kluczniok, K., Rossbach, H.-G., & Anders, Y. (2017). Longer-term effects of a high-quality preschool intervention on childrens mathematical development through age 12: Results from the German model project Kindergarten of the Future in Bavaria. Global Education Review, 4(3).

Lonigan, C., Burgess, S., & Anthony, J. (2000). Development of emergent literacy and early reading skills in preschool children: evidence from a latent-variable longitudinal study. Developmental Psychology, 36 5, 596–613. https://doi.org/10.1037/0012-1649.36.5.596

Macura-Milovanović, S. (2013). Pre-primary education of Roma children in Serbia: Barriers and possibilities. Center for Educational Policy Studies Journal. https://doi.org/10.26529/cepsj.237

Marković, M. (2022). Has Serbia reached the quality of education of EU countries? Multi-criteria evaluation. Oradea Journal of Business and Economics. https://doi.org/10.47535/1991ojbe153

Martin, M., & Mullis, I. (2019). TIMSS 2015: Illustrating Advancements in Large-Scale International Assessments. Journal of Educational and Behavioral Statistics, 44, 752–781. https://doi.org/10.3102/1076998619882030

Martin, M. O., Mullis, I. V. S., Foy, P., & Stanco, G. M. (2012). TIMSS 2011 international results in science. TIMSS & PIRLS International Study Center, Boston College. https://timssandpirls.bc.edu/timss2011/international-resultsscience.htmlTIMSS 2011 International Results in Science

Matković, T., Dobrotić, I., & Baran, J. (2019). Što vrtić ima s tim? Pristup ranom i predškolskom odgoju i obrazovanju i reprodukcija društvenih nejednakosti u redovnom školovanju: analiza podataka PISA i TIMSS istraživanja. Revija za sociologiju, 49(1), 7–35. https://doi.org/10.5613/rzs.49.1.1

Mercugliano, A., Bigozzi, L., De Cunto, A., Graziani, D., Pecini, C., Usai, M., Vecchi, S., & Ruffini, C. (2024). Which childhood predictive indices forecast reading and writing skills in school-age children: A systematic review. Child Neuropsychology, 31, 161–196. https://doi.org/10.1080/09297049.2024.2347381.

Melhuish, E., et al. (2015). A review of research on the effects of early childhood education and care (ECEC) on child development. In T. Smith (Ed.), Effective Pre-school, Primary and Secondary Education (EPPSE) longitudinal study reports. Institute of Education, University of London.

Mullis, I. V. S., Martin, M. O., & von Davier, M. (Eds.). (2021). TIMSS 2023 Assessment Frameworks. TIMSS & PIRLS International Study Center, Boston College. https://timssandpirls.bc.edu/timss2023/frameworks/

Mullis, I. V. S., Martin, M. O., Foy, P., & Arora, A. (2012). TIMSS 2011 international results in mathematics. TIMSS & PIRLS International Study Center, Boston College. https://timssandpirls.bc.edu/timss2011/international-results-mathematics.html

Mullis, I. V. S., Martin, M. O., Foy, P., & Hooper, M. (2016). TIMSS 2015 international results in mathematics. Boston College, TIMSS & PIRLS International Study Center. https://timssandpirls.bc.edu/timss2015/international-results/

Mullis, I. V. S., Martin, M. O., Foy, P., Kelly, D. L., & Fishbein, B. (2020). TIMSS 2019 international results in mathematics and science. Boston College, TIMSS & PIRLS International Study Center. https://timssandpirls.bc.edu/timss2019/international-results/

Mutawah, M. A. A., Thomas, R., Al-Hattami, A., Preji, N., & Enizi, M. A. (2019). Initiatives for accomplishing the TIMSS 500 centerpoint through curricula, teachers’ development and instructional strategies. International Journal of Education and Practice, 7(3), 200–215. https://doi.org/10.18488/journal.61.2019.73.200.215

Nelson, G., Westhues, A., & MacLeod, J. (2003). A meta-analysis of longitudinal research on preschool prevention programs for children. Prevention & Treatment, 6(1), https://doi.org/10.1037/1522-3736.6.1.631a

Nguyen, T., Watts, T. W., Duncan, G. J., Clements, D. H., Sarama, J. S., Wolfe, C., & Spitler, M. E. (2016). Which preschool mathematics competencies are most predictive of fifth grade achievement? Early Childhood Research Quarterly, 36, 550–560. https://doi.org/https://doi.org/10.1016/j.ecresq.2016.02.003

Organisation for Economic Co-operation and Development (OECD). (2021). Starting strong VI: Supporting meaningful interactions in early childhood education and care. Paris: OECD Publishing. https://doi.org/10.1787/f47a06ae-en

Organisation for Economic Co-operation and Development. (2023). PF3.2: Enrolment in childcare and pre-school. OECD Family Database. https://www.oecd.org/els/family/database.htm

Paul, J. M., Gray, S. A., Butterworth, B. L., & Reeve, R. A. (2019). Reading and math tests differentially predict number transcoding and number fact speed longitudinally: A random intercept cross-lagged panel approach. In (Vol. 111, pp. 299–313). US: American Psychological Association.

Perou, R., Robinson, L. R., Danielson, M. L., Claussen, A. H., Visser, S. N., Scott, K. G., Beckwith, L., Katz, L., & Smith, D. C. (2019). The Legacy for Children™ randomized control trial: Effects on cognition through third grade for young children experiencing poverty. Journal of Developmental & Behavioral Pediatrics, 40(4), 275–284. https://doi.org/10.1097/dbp.0000000000000656

Raghubar, K., & Barnes, M. (2017). Early numeracy skills in preschool-aged children: A review of neurocognitive findings and implications for assessment and intervention. The Clinical Neuropsychologist, 31, 329–351. https://doi.org/10.1080/13854046.2016.1259387

Republički zavod za statistiku (2025). Predškolsko vaspitanje i obrazovanje u Republici Srbiji u školskoj 2024/2025. godini.

Starkey, P., Klein, A., Clarke, B., Baker, S., & Thomas, J. (2022). Effects of early mathematics intervention for low-SES pre-kindergarten and kindergarten students: A replication study. Educational Research and Evaluation, 27(1-2), 61–82. https://doi.org/10.1080/13803611.2021.2022316

Statistical Office of the Republic of Serbia. (2026). Preschool education, 2021 (Statistical release). https://www.stat.gov.rs/en-us/vesti/20220420-predskolskovaspitanje-i-obrazovanje-2022/

Statistical Office of the Republic of Serbia, & UNICEF. (2020). Serbia Roma settlements multiple indicator cluster survey 2019 (MICS 6), survey findings report. UNICEF Serbia. https://www.unicef.org/serbia/media/16726/file/MICS%206%20Multiple%20Indicator%20Cluster%20Survey%20for%202019.pdf

Suna, E., & Özer, M. (2022). The relationship of preschool attendance with academic achievement and socioeconomic status in Turkey. Journal of Measurement and Evaluation in Education and Psychology, 13(1), 54–68. https://doi.org/10.21031/epod.1060460

Ševkušić, S., Mirkov, S., & Lalić-Vučetić, N. (2022). Student motivational profiles in science: TIMSS 2019 in Serbia. Zbornik Instituta za pedagoska istrazivanja, 54(2), 117–142. https://doi.org/10.2298/ZIPI2202117S

Thomson, S., Wernert, N., Rodrigues, S., & O’Grady, E. (2020). TIMSS 2019 Australia. Volume I: Student performance. Australian Council for Educational Research https://doi.org/10.37517/978-1-74286-614-7

UNICEF Serbia. (2021). Quality inclusive early childhood education. UNICEF Serbia. https://www.unicef.org/serbia/en/quality-inclusive-early-childhood-education

van Huizen, T. M., & Plantenga, J. (2018). Do children benefit from universal early childhood education and care? A meta-analysis of evidence from natural experiments. Economics of Education Review, 66, 206–222. https://doi.org/10.1016/j.econedurev.2018.08.001

Velišek-Braško, O., & Svilar, M. (2019). Aktuelni koncept rane intervencije u idejama komenskog. Pedagoška stvarnost, 66, 59–70. https://doi.org/10.19090/ps.2019.0.59-70

Vujačić, M., Đević, R., & Jošić, S. (2020). School climate as factor of educational effectiveness of schools: Secondary data analysis from TIMSS 2015 study.

Inovacije u nastavi-časopis za savremenu nastavu, 33(2), 15–28. https://doi.org/10.5937/inovacije2002015V

Wackerle-Hollman, A., Hojnoski, R., Missall, K., Abuela, M., & Running, K. (2024). Using Empirical Information to Prioritize Early Literacy Assessment and Instruction in Preschool and Kindergarten. Assessment for Effective Intervention, 49, 190–201. https://doi.org/10.1177/15345084241247059

Watts, T. W., Duncan, G. J., Clements, D. H., & Sarama, J. (2018). What is the long-run impact of learning mathematics during preschool? Child Development, 89(2), 539–555.

Published
2026/06/18
Section
Scientific Articles