Schools’ character education values and students’ mathematics learning achievement: A meta-analysis

Khadijah Khadijah, STKIP Pembangunan Indonesia, Indonesia
Indah Suciati, Universitas Alkhairaat, Indonesia
Khaerani Khaerani, Universitas Muslim Maros, Indonesia
Abdul Manaf, Universitas Negeri Yogyakarta, Indonesia
Sutamrin Sutamrin, Universitas Negeri Makassar, Indonesia

Abstract


Character education plays a critical role in all aspects of life and thus, it has been widely-adopted in schools. An indication of its success can be reflected in the student learning achievement. The purpose of the study was to determine the effect size of the relationship between character education values and mathematics learning achievement, with a meta-analysis study. In this research, character education value is the independent variable while mathematics learning achievement is the dependent one. The data were obtained from the results of online database search at Google Scholar from 2012-2019. Based on the search, 16 research publications met the criteria determined based on rigorous screening. The data were analyzed using a quantitative meta-analysis approach, specifically correlation meta-analysis. The results show that there was a significant relationship between character education values and students’ mathematics learning achievement. The effect size value was in the moderate effect category. The findings are in line with those of previous studies investigating this relationship and thus, strengthen the theory about the factors that influence mathematics learning achievement. In addition, these findings suggest five-character education values that teachers can provide to improve students’ mathematics learning achievement. 


Keywords


The value of character education; learning achievement; mathematics; students; meta-analysis

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References


Aksayli, N. D., Sala, G., & Gobet, F. (2019). The cognitive and academic benefits of Cogmed: A meta-analysis. Educational Research Review, 27(May), 229–243. https://doi.org/10.1016/j.edurev.2019.04.003

Anwar, A., & Jaliyuddin, J. (2016). The in-fluence of discipline in learning mathematics on mathematics learning achievement in class VIII students of SMP Negeri Sampolawa. Edumatica: Journal of Mathematics Education, 6(10). 25–36. https://online-jour-nal.unja.ac.id/edumatica/article/view/2997

Arthur, J. (2011). Personal character and tomorrow’s citizens: Student expectations of their teacher. International Journal of Educational Research, 50(1).184–189. https://www.sciencedirect.com/science/article/abs/pii/S088303551100053X

Basuki, K. H. (2015). The influence of spiritual intelligence and learning motivation on mathematics learning achievement. Formatif: MIPA Educational Scientific Journal, 5(2), 120–133. http://dx.doi.org/10.30998/formatif.v5i2.332

Benavides-Varela, S., Callegher, C. Z., Fagiolini, B., Leo, I., Altoè, G., & Lu-cangeli, D. (2020). Effectiveness of digital-based interventions for children with mathematical learning difficulties: A meta-analysis. Computers and Education, 157(November), 1–15. https://doi.org/10.1016/j.compedu.2020.103953

Berkowitz, M. W. (2012). Moral and character education. In K. R. Harris, S. Graham, & T. Urdan (Eds.), APA educational psychology handbook: Individual differences, cultural variations, and contextual factors in educational psychology (Vol. 2, pp.247–264). Ameri-can Psychological Association. https://psycnet.apa.org/record/2011-11778-010

Bevel, R. K., & Mitchell, R. M. (2012). The effects of academic optimism on elementary reading achievement. Journal of Educational Administration, 50(6), 773–787. https://doi.org/10.1108/09578231211.

Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009). Introduction to meta-analysis. John Wiley & Sons.

Chang, I. H. (2011). A study of the relationships between distributed leadership, teacher academic optimism and student achievement in Taiwanese Elementary Schools. Journal School Leadership & Management, 31(5), 491–515. https://doi.org/10.1080/13632434.20 11.614945

Cohen, L., Manion, L., & Morrison, K. (2007). Research methods in education (6th ed.). Madison Avenue: New York.

Cohen, L., Manion, L., & Morrison, K. (2020). Research methods in education. Routledge. https://doi.org/10.4324/9780203029053-23

Daniati, S. V., Subiyantoro, S., & Fadhilah, S. S. (2019). Natural school as a free and fun alternative education in building the students’ character. Elementary Education Online, 18(1), 331–342. doi:10.17051/ilkonline.2019.527617

Dewi, K. M. S., Suwatra, I. W., & Suarjana, M. (2018). Contribution of learning discipline and achievement motivation to mathematics learning outcomes. Journal of Educational Research and Development, 2(2), 152–159. https://ejournal.undiksha.ac.id/index.php/JJL/article/view/15397

Dewi, I. A. S. (2016). The relationship between self-esteem and independent learning with mathematics learning achievement. In Proceedings of the National Seminar on Mathematics Education, 202–207. http://repository.unikama.ac.id/

Diggs, C. R., & Akos, P. (2016). The promise of character education in middle school: A meta-analysis. Middle Grades Review, 2(2).1–19. https://scholarworks.uvm.edu/cgi/viewcon-tent.cgi?article=1042&context=mgreview

Fleeson, M., Furr, R. M., Jayawickreme, E., Meindl, P., & Helzer, E. G. (2014). Character: The prospects for a personality-based perspective morality. Social and Personality Psychology Compass, 8(4),178–191. https://doi.org/10.1111/spc3.12094

Gable, R, A., Lopes, J., Oliveira, C., & Reed, L. (2013). Character education in Portugal. Childhood Education, 89(5), 286–289. https://doi.org/10.1080/00094056.2013.830880

Gatzka, T. (2021). Aspects of openness as predictors of academic achievement. Personality and Individual Differences, 170(May), 110422. https://doi.org/10.1016/j.paid.2020.110422.

Gore, J. M., Miller, A., Fray, L., Harris, J., & Prieto, E. (2021). Improving student achievement through professional development: Results from a randomised controlled trial of quality teaching rounds. Teaching and Teacher Education, 101(May), 103297. https://doi.org/10.1016/j.tate.2021.103297.

Grasman, R. (2017, November 15). Meta-analysis in JASP. JASP website. https://jaspstats.org/2017/11/15/meta-analysis-jasp

Harun, H., Jaedun, A., Sudaryanti, S., & Manaf, A. (2020a). Dimensions of early childhood character education based on multicultural and community local wisdom. International Journal of Instruction, 13(2), 365–380. https://doi.org/10.29333/iji.2020.13225a

Harun, H., Jaedun, A., Sudaryanti, S., & Manaf, A. (2020b). Dimensions of early childhood character education in facing industry revolution 4.0. Proceedings of the International Conference on Educational Research and In-novation (ICERI 2019), 12–17. https://dx.doi.org/10.2991/assehr.k.200204.003

Helterbran, V. R., & Strahler, B. R. (2013). Children as global citizens: A Socratic approach to teaching character. Child-hood Education, 89(5), 310–314. https://doi.org/10.1080/00094056.2013.830902

Higgin, J. P., Thompson, S. G., Deeks, J. J., & Altma, D. G. (2003). Measuring inconsistency in meta-analysis. BMJ, 327, 557–560. https://pubmed.ncbi.nlm.nih.gov/12958120/

Hunter, J. E., & Schmidt, F. L. (2004). Methods of meta-analysis: Correcting error and bias in research findings. Sage.

Jeynes, W. H. (2017). A meta-analysis on the relationship between character ed-ucation and student achievement and behavioral outcomes. Education and Urban Society, 51(1), 33–71. https://doi.org/10.1177/0013124517747681

Jia, F., & Krettenauer, T. (2017). Recogniz-ing moral identity as a cultural con-struct. Frontiers in Psychology, 8, article 412. https://doi.org/10.3389/fpsyg.2017.00412

Juandi, D., Kusumah, Y. S., Tamur, M., Perbowo, K. S., & Wijaya, T. T. (2021). A meta-analysis of GeoGebra software decade of assisted mathematics learning: what to learn and where to go? Heliyon, 7(5), 1–8. https://doi.org/10.1016/j.heliyon.2021.e06953

Khoury, R. (2017). Character education as a bridge from elementary to middle school: A case study of effective practices and processes. International Journal of Teacher Leadership, 8(2). 49–67. https://files.eric.ed.gov/fulltext/EJ1169802.pdf

Kim, D., An, Y., Shin, H. Y. G., Lee, J., & Park, S. (2020). A meta-analysis of single-subject reading intervention studies for struggling readers: using improvement rate difference (IRD). Heliyon, 6(11), e05024. https://doi.org/10.1016/j.heliyon.2020.e05024.

Kiss, A. (2018). Investigating young children's attitudes toward mathematics: Improved measurement and the relation to achievement [Doctorla dissertation, University of Minnesota].

Lebuda, I., Figura, B., & Karwowski, M. (2021). Creativity and the dark triad: A meta-analysis. Journal of Research in Personality, 92, 104088. https://doi.org/10.1016/j.jrp.2021.104088

Lerner, R. M. (2017). Character development among youth: linking lives in time and place. International Journal of Behavioural Development, 42(2), 267–277. https://doi.org/10.1177/0165025417711057

Marfo, P., & Okyere, G. A. (2019). The ac-curacy of effect-size estimates under normals and contaminated normals in meta-analysis. Heliyon, 5(6), e01838. https://doi.org/10.1016/j.heliyon.2019.e01838

Ministry of National Education. (2010). Development of cultural and character education. Curriculum Center, Research and Development Agency.

Nordmanna, A. J., Kasendaa, B., & Briela, M. (2012). Meta-analysis: What they can and cannot do. Swiss Medical Weekly, 142, w13518. https://doi.org/10.4414/smw.2012.13518

Nurrahmah, A., & Ningsih, R. (2016). The effect of independent learning and parental attention on mathematics learning achievement. Formatif: MIPA Educational Scientific Journal, 6(1), 73–84. http://dx.doi.org/10.30998/formatif.v6i1.754

Park, N., & Peterson, C. (2006). Moral competence and character strengths among adolescent: The development and validation of the values in action inventory of strengths for youth. Journal of Adolescence, 29(6), 891–909. https://doi.org/10.1016/j.adolescence.2006.04.011

Par, S, Y. (2017). Clarifying the characteristics and exploring the collaboration of citizenship and character education in South Korea. Journal of Social Science Education, 16(3), 22–28. https://doi.org/10.2390/jsse-v16-i3-1600.

Pianyta, A. (2017). The influence of discipline and task commitment on mathematics learning achievement. Journal of Mathematics Education Studies, 2(1), 80–92. http://dx.doi.org/10.30998/jkpm.v2i1.1896

Presidential Regulation of the Republic of Indonesia Concerning Strengthening Character Education, Number 87 (2017). https://setkab.go.id/wp-content/uploads/2017/09/Perpres_Nomor_87_Tahun_2017.pdf

Purnomo, Y. (2016). The influence of stu-dent attitudes on mathematics and stu-dent learning independence on math-ematics learning achievement. Jurnal Kajian Pendidikan Matematika, 2(1), 93–105. http://dx.doi.org/10.30998/jkpm.v2i1.1897

Puspitasari, H. M., & Sutriyono, S. (2017). The relationship between independent learning and learning discipline on mathematics learning achievement. Journal of Educational Partners, 1(10), 1007–1020. https://journal.lppmunindra.ac.id/index.php/jkpm/article/view/2060/0

Quilez-Robres, A., González-Andrade, A., Ortega, Z., & Santiago-Ramajo, S. (2021). Intelligence quotient, short-term memory and study habits as aca-demic achievement predictors of ele-mentary school: A follow-up study. Studies in Educational Evaluation, 70 (September), 1–7. https://doi.org/10.1016/j.stueduc.2021.101020

Rahayu, I. P., Setiani, R., & Nuswantari, M. R. (2017). The influence of self-confidence and learning discipline on the mathematics learning achievement of grade VII students of SMP Negeri 1 Polagan in the 2015/2016 academic year. INSPIRASI: Journal of Social Sciences, 13(3), 119–135. https://doi.org/10.29100/insp.v13i3.336

Riley, R. D., Higgins, J. P., & Deeks, J. J. (2011). Interpretation of random effect meta-analysis. BMJ, 342, d549. https://doi.org/10.1136/bmj.d549

Riswanti, L. (2016). the influence of parental attention, learning discipline, and nu-meracy skills on mathematics learning achievement of seventh grade students of SMP Kecamatan Salaman in the 2015/2016 academic year. EKUIVA-LEN: Pendidikan Matematika, 24(2), 141–145. https://doi.org/10.37729/ekuivalen.v24i2.3207

Rosmawati, R., Kartowagiran, B., & Jailani, J. (2015). A formative assessment model of critical thinking in mathemat-ics learning in junior high school. Re-search and Evaluation in Education Journal, 1(2), 186–198. https://doi.org/10.21831/reid.v1i2.6472

Rusmiyati, F. (2017). The influence of inde-pendence and study habits on mathe-matics learning achievement of class X SMA Negeri 1 Rongkop. UNION: Jurnal Ilmiah Pendidikan Matematika, 5(1), 77–86. https://doi.org/10.30738/.v5i1.931

Setyarini, M., Liliasari, L., Kadarohman, A., & Martoprawiro, M. A. (2017). The effectiveness of stereochemistry based on 3D visualization of molecules in improving spatial ability. Cakrawala Pendidikan, 36(1), 91–101. https://doi.org/10.21831/cp.v36i1.11082.

Shen, J., Wu, H., Reeves, P., Zheng, Y., Ryan, L., & Anderson, D. (2020). The association between teacher leadership and student achievement: A meta-analysis. Educational Research Re-view, 31(August), 100357. https://doi.org/10.1016/j.edurev.2020.100357

Slattery, E. J., Ryan, P., Fortune, D. G., & McAvinue, L. P. (2021). Contributions of working memory and sustained at-tention to children’s reading achieve-ment: A commonality analysis ap-proach. Cognitive Development, 58(March), 101028. https://doi.org/10.1016/j.cogdev.2021.101028

Susilowati, N. (2012). The relationship be-tween peer relations and the mathe-matics learning achievement of fifth grade students of SD Negeri Kepek, Pengasih District, Kulon Progo Re-gency [Master’s thesis, Yogyakarta State University]. https://eprints.uny.ac.id/5508/

Timmermans, A. C., Rubie-davies, C. M., & Wang, S. (2021). Adjusting expecta-tions or maintaining first impressions? the stability of teachers’ expectations of students’ mathematics achievement. Learning and Instruction, 75(October), 101483. https://doi.org/10.1016/j.learninstruc.2021.101483

Torvik, F. A., Flatø, M., McAdams, T. A., Colman, I., Silventoinen, K., & Stol-tenberg, C. (2021). Early puberty is associated with higher academic achievement in boys and girls and par-tially explains academic sex differ-ences. Journal of Adolescent Health, 69(3), 503–510. https://doi.org/10.1016/j.jadohealth.2021.02.001

Tucker-Drob, E. M., Briley, D. A., Engel-hardt, L. E., Mann, F. D., & Harden, K. P. (2016). Genetically-mediated as-sociations between measures of child-hood character and academic achievement. Journal of Personality and Social Psychology, 111(5), 790–815. https://doi.org/10.1016/j.jadohealth.2021.02.001

Ugurlu, B. N. (2014). Important values of American and Turkish students. Eura-sian Journal of Educational Research, 55(1), 91–108. https://files.eric.ed.gov/fulltext/EJ1060473.pdf

Um, S. H., Kim, M. J., & Jeon, E. H. (2014). A programme development study on integrated character educa-tion through character virtues. Minis-try of Education.

Walker, E., Hernadez, A. V., & Kattann, M. W. (2008). Meta-Analysis: Its strengths and limitations. Cleveland Clinic Journal of Medicine, 75(6), 431–439. https://doi.org/10.3949/ccjm.75.6.431

Wanous, J. P., Sullivan, S. E., & Malinak, J. (1989). The role of judgment calls in meta-analysis. Journal of Applied Psy-chology, 74(2), 259–264. https://psycnet.apa.org/doi/10.1037/0021-9010.74.2.259

Wardani, A. T. H. (2019). The influence of motivation and student learning re-sponsibility on mathematics learning achievement. Proceedings of the 2019 PEP National Seminar, 273–278. https://jurnal.ustjogja.ac.id/index.php/snpep2019/article/view/5707

World Economic Forum. (2015). New vision for education report: unlocking the potential of technology Geneva. http://www3.weforum.org/docs/WEFUSA_NewVisionforEducation_Report2015.pdf.

Wu, P., Linden, D. Van Der, Dunkel, C. S., Ding, R., Li, J., Li, X., Harmon, A., & Born, M. P. (2021). A meta-analysis on the general factor of personality and its relation with leadership out-comes: Evidence from mainland China. Personality and Individual Differences,. 179(September), 1–11. https://doi.org/10.1016/j.paid.2021.110953

Zefanya, F. (2018). The influence of in-trapersonal intelligence and learning discipline on mathematics learning achievement. Journal of Mathematics Education Studies, 3(2),135–144. http://dx.doi.org/10.30998/jkpm.v3i2.2772

Zuchdi, D., Hidayat, K., Agustian, A. G., Sardiman, S., Marzuki, M., & La Ode, S. (2009). Character education: Grand design and target values. UNY Press.




DOI: https://doi.org/10.21831/cp.v40i3.39924

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