Digital affective-ethical internalization media in the Curriculum of Love: Formative PLS-SEM evidence from teachers and parents
Downloads
Digital transformation expands school–family communication but does not automatically strengthen value internalization. This study tested the relationships among digital affective-ethical internalization media (IAEM Digital), the Curriculum of Love, and school–family character partnership, and examined whether the relationship pattern could be compared across teachers and parents. A cross-sectional survey involved 91 teachers and 150 parents from three senior secondary schools in Pontianak and Kubu Raya, Indonesia. The three constructs were specified formatively and estimated using Mode B PLS-SEM. The teacher model was assessed with 5,000 bootstrap subsamples, redundancy validity, f² effect sizes, and Q²predict/PLSpredict. The parent model was estimated separately, followed by MICOM and multigroup analysis with 1,000 permutations. In the teacher model, IAEM Digital positively predicted the Curriculum of Love (β=.506, p<.001) and character partnership (β=.272, p=.017), while the Curriculum of Love positively predicted partnership (β=.420, p<.001). The indirect effect was significant (β=.213, p=.001), with R² values of .256 and .366. Redundancy coefficients of .720–.779 and positive Q²predict values supported the teacher composites and their predictive relevance. The parent model produced high R² values but also severe inner collinearity (VIF=29.946), unstable coefficients, and weaker predictive error than the linear benchmark. MICOM did not establish compositional invariance for IAEM Digital; therefore, MGA results were treated as diagnostic rather than inferential. The findings support partial mediation by the Curriculum of Love from the teacher perspective and demonstrate that cross-informant comparisons require stronger measurement equivalence.
Downloads
Althof, W., & Berkowitz, M. W. (2006). Moral education and character education: Their relationship and roles in citizenship education. Journal of Moral Education, 35(4), 495–518. https://doi.org/10.1080/03057240601012204
Barger, M. M., Kim, E. M., Kuncel, N. R., & Pomerantz, E. M. (2019). The relation between parents' involvement in children's schooling and children's adjustment: A meta-analysis. Psychological Bulletin, 145(9), 855–890. https://doi.org/10.1037/bul0000201
Berkowitz, M. W., & Bier, M. C. (2004). Research-based character education. The ANNALS of the American Academy of Political and Social Science, 591(1), 72–85. https://doi.org/10.1177/0002716203260082
Blau, I., & Hameiri, M. (2017). Ubiquitous mobile educational data management by teachers, students and parents: Does technology change school-family communication and parental involvement? Education and Information Technologies, 22(3), 1231–1247. https://doi.org/10.1007/s10639-016-9487-8
Bollen, K. A., & Lennox, R. (1991). Conventional wisdom on measurement: A structural equation perspective. Psychological Bulletin, 110(2), 305–314. https://doi.org/10.1037/0033-2909.110.2.305
Boonk, L., Gijselaers, H. J. M., Ritzen, H., & Brand-Gruwel, S. (2018). A review of the relationship between parental involvement indicators and academic achievement. Educational Research Review, 24, 10–30. https://doi.org/10.1016/j.edurev.2018.02.001
Castro, M., Expósito-Casas, E., López-Martín, E., Lizasoain, L., Navarro-Asencio, E., & Gaviria, J. L. (2015). Parental involvement on student academic achievement: A meta-analysis. Educational Research Review, 14, 33–46. https://doi.org/10.1016/j.edurev.2015.01.002
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9(2), 233–255. https://doi.org/10.1207/S15328007SEM0902_5
Choi, M. (2016). A concept analysis of digital citizenship for democratic citizenship education in the internet age. Theory & Research in Social Education, 44(4), 565–607. https://doi.org/10.1080/00933104.2016.1210549
Danil, H., Syafaruddin, B., & Sarda, M. (2025). Insertion of a love-based curriculum in multicultural Islamic religious education. ETDC: Indonesian Journal of Research and Educational Review, 4(4), 1323–1335. https://doi.org/10.51574/ijrer.v4i4.3745
Diamantopoulos, A., & Winklhofer, H. M. (2001). Index construction with formative indicators: An alternative to scale development. Journal of Marketing Research, 38(2), 269–277. https://doi.org/10.1509/jmkr.38.2.269.18845
Durlak, J. A., Weissberg, R. P., Dymnicki, A. B., Taylor, R. D., & Schellinger, K. B. (2011). The impact of enhancing students' social and emotional learning: A meta-analysis of school-based universal interventions. Child Development, 82(1), 405–432. https://doi.org/10.1111/j.1467-8624.2010.01564.x
Epstein, J. L. (2018). School, family, and community partnerships: Preparing educators and improving schools (2nd ed.). Routledge.
Eyal, K., & Te'eni-Harari, T. (2024). Systematic review: Characteristics and outcomes of in-school digital media literacy interventions, 2010–2021. Journal of Children and Media, 18(1), 8–28. https://doi.org/10.1080/17482798.2023.2265510
Falloon, G. (2020). From digital literacy to digital competence: The teacher digital competency (TDC) framework. Educational Technology Research and Development, 68(5), 2449–2472. https://doi.org/10.1007/s11423-020-09767-4
Fan, X., & Chen, M. (2001). Parental involvement and students' academic achievement: A meta-analysis. Educational Psychology Review, 13(1), 1–22. https://doi.org/10.1023/A:1009048817385
Goodall, J., & Montgomery, C. (2014). Parental involvement to parental engagement: A continuum. Educational Review, 66(4), 399–410. https://doi.org/10.1080/00131911.2013.781576
Hair, J. F., & Alamer, A. (2022). Partial least squares structural equation modeling (PLS-SEM) in second language and education research: Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/10.1016/j.rmal.2022.100027
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203
Halstead, J. M., & Taylor, M. J. (2000). Learning and teaching about values: A review of recent research. Cambridge Journal of Education, 30(2), 169–202. https://doi.org/10.1080/713657146
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. https://doi.org/10.1007/s11747-014-0403-8
Henseler, J., Ringle, C. M., & Sarstedt, M. (2016). Testing measurement invariance of composites using partial least squares. International Marketing Review, 33(3), 405–431. https://doi.org/10.1108/IMR-09-2014-0304
Hill, N. E., & Tyson, D. F. (2009). Parental involvement in middle school: A meta-analytic assessment of the strategies that promote achievement. Developmental Psychology, 45(3), 740–763. https://doi.org/10.1037/a0015362
Huang, R. X., Pagano, A., & Marengo, A. (2024). Values-based education for sustainable development (VbESD): Introducing a pedagogical framework for education for sustainable development using a values-based education approach. Sustainability, 16(9), 3562. https://doi.org/10.3390/su16093562
Instefjord, E. J., & Munthe, E. (2017). Educating digitally competent teachers: A study of integration of professional digital competence in teacher education. Teaching and Teacher Education, 67, 37–45. https://doi.org/10.1016/j.tate.2017.05.016
Ishimaru, A. M. (2019). From family engagement to equitable collaboration. Educational Policy, 33(2), 350–385. https://doi.org/10.1177/0895904817691841
Jarvis, C. B., MacKenzie, S. B., & Podsakoff, P. M. (2003). A critical review of construct indicators and measurement model misspecification in marketing and consumer research. Journal of Consumer Research, 30(2), 199–218. https://doi.org/10.1086/376806
Jones, L. M., & Mitchell, K. J. (2016). Defining and measuring youth digital citizenship. New Media & Society, 18(9), 2063–2079. https://doi.org/10.1177/1461444815577797
Kraft, M. A., & Rogers, T. (2015). The underutilized potential of teacher-to-parent communication: Evidence from a field experiment. Economics of Education Review, 47, 49–63. https://doi.org/10.1016/j.econedurev.2015.04.001
Kulsum, U., Bahrissalim, B., Khadijah, S., Fauzan, F., & Arifin, F. (2024). Character-based digital curriculum and learning: A case study in madrasah ibtidaiyah and elementary schools. Journal of Integrated Elementary Education, 4(2), 274–288. https://doi.org/10.21580/jieed.v4i2.23024
Kuswanto, W. (2025). Integrating the 'curriculum of love' into English language education. Jurnal Inovasi Manajemen Pendidikan Islam, 4(2), 99–110. https://doi.org/10.38073/jimpi.v4i2.3250
Lickona, T. (1996). Eleven principles of effective character education. Journal of Moral Education, 25(1), 93–100. https://doi.org/10.1080/0305724960250110
Macià Bordalba, M., & Garreta Bochaca, J. (2019). Digital media for family-school communication? Parents' and teachers' beliefs. Computers & Education, 132, 44–62. https://doi.org/10.1016/j.compedu.2019.01.006
Putnick, D. L., & Bornstein, M. H. (2016). Measurement invariance conventions and reporting: The state of the art and future directions for psychological research. Developmental Review, 41, 71–90. https://doi.org/10.1016/j.dr.2016.06.004
Ringle, C. M., Wende, S., & Becker, J.-M. (2024). SmartPLS 4. SmartPLS. https://www.smartpls.com
Sanderse, W. (2013). The meaning of role modelling in moral and character education. Journal of Moral Education, 42(1), 28–42. https://doi.org/10.1080/03057240.2012.690727
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2021). Partial least squares structural equation modeling. In C. Homburg, M. Klarmann, & A. Vomberg (Eds.), Handbook of market research (pp. 587–632). Springer. https://doi.org/10.1007/978-3-319-57413-4_15
Shmueli, G. (2010). To explain or to predict? Statistical Science, 25(3), 289–310. https://doi.org/10.1214/10-STS330
Shmueli, G., Sarstedt, M., Hair, J. F., Cheah, J.-H., Ting, H., Vaithilingam, S., & Ringle, C. M. (2019). Predictive model assessment in PLS-SEM: Guidelines for using PLSpredict. European Journal of Marketing, 53(11), 2322–2347. https://doi.org/10.1108/EJM-02-2019-0189
Sidik, A., & Sari, R. (2025). The curriculum of love in the perspective of the Qur'an and psychology: New trends in holistic Islamic education. Halaqa: Journal of Islamic Education, 1(2), 95–120. https://doi.org/10.61630/hjie.v1i2.22
Simbolon, S. N. I., Harahap, K., & Syafnan, S. (2025). Evaluation of high school curriculum in forming student character in the digital era. Journal of Digital Learning and Distance Education, 4(2), 1494–1506. https://doi.org/10.56778/jdlde.v4i2.538
Sklad, M., Diekstra, R., de Ritter, M., Ben, J., & Gravesteijn, C. (2012). Effectiveness of school-based universal social, emotional, and behavioral programs: Do they enhance students' development in the area of skill, behavior, and adjustment? Psychology in the Schools, 49(9), 892–909. https://doi.org/10.1002/pits.21641
Spante, M., Sofkova Hashemi, S., Lundin, M., & Algers, A. (2018). Digital competence and digital literacy in higher education research: Systematic review of concept use. Cogent Education, 5(1), 1519143. https://doi.org/10.1080/2331186X.2018.1519143
Steenkamp, J.-B. E. M., & Baumgartner, H. (1998). Assessing measurement invariance in cross-national consumer research. Journal of Consumer Research, 25(1), 78–107. https://doi.org/10.1086/209528
Taylor, R. D., Oberle, E., Durlak, J. A., & Weissberg, R. P. (2017). Promoting positive youth development through school-based social and emotional learning interventions: A meta-analysis of follow-up effects. Child Development, 88(4), 1156–1171. https://doi.org/10.1111/cdev.12864
Thompson, B. (2008). Characteristics of parent–teacher e-mail communication. Communication Education, 57(2), 201–223. https://doi.org/10.1080/03634520701852050
Thornberg, R., & Oğuz, E. (2013). Teachers' views on values education: A qualitative study in Sweden and Turkey. International Journal of Educational Research, 59, 49–56. https://doi.org/10.1016/j.ijer.2013.03.005
Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions, practices, and recommendations for organizational research. Organizational Research Methods, 3(1), 4–70. https://doi.org/10.1177/109442810031002
Wilder, S. (2014). Effects of parental involvement on academic achievement: A meta-synthesis. Educational Review, 66(3), 377–397. https://doi.org/10.1080/00131911.2013.780009
Copyright (c) 2026 Hermanto, Rini Elvri, Dewi Yanti

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with Jurnal Pendidikan Karakter agree to the following terms:
-
- Authors retain copyright and grant the journal the right of first publication, with the work simultaneously licensed under a Creative Commons Attribution-ShareAlike 4.0 International Licence (CC BY-SA 4.0) that allows others to share and adapt the work with an acknowledgement of its authorship and initial publication in this journal, and under the same licence.
- Authors may enter into separate, additional contractual arrangements for the non-exclusive distribution of the published version of the work, with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online before and during the submission process.