Evaluating the Structural Model of IPAS Learning in Elementary Education: A PLS-SEM Approach to Influence Attention, Invested Learning, and Perceived Behavioral Control
DOI:
https://doi.org/10.70152/jees.v2i1.81Keywords:
Attention, Integrated Learning, Perceived Behavioral Control, Elementary Education, PLS-SEMArticle Metrics
Abstract
This study aims to empirically test the relationship between attention, invested learning in acquiring skills and knowledge, control perceived behavior, and results Study in context basic education. The method used in this study is Partial Least Structural Equation Modeling (PLS-SEM), which allows analysis complex relationships between variables. Data were obtained from 240 elementary school students in Cirebon City through questionnaire scale Likert. The results of the analysis show that attention has significant influence to control behavior (β = 0.274; t = 4.763; p = 0.000) and learning engagement also showed a significant influence (β = 0.154; t = 2.256; p = 0.024). The R² value of 0.103 identified that the model was only able to explains 10.3% of the variance in control perceived behavior, which means that Still There is other variables outside the model that affect the dependent variable. The research findings indicate that the attention given to students, the learning invested , and control perceived behavior own significant influence and positive on learning outcomes. The practical implications of these findings encourage learning development strategies that focus on optimizing student attention and participation to improve learning effectiveness at the elementary education level.
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Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T
Aziza, I. F., Prayogi, A., Halim, F. A., Vanda, Y., Rejeki, D. S., Aristanto, Kardha, D., Wulandari, A. A., Ardhana, V. Y. P., Chandasari, A. Z., Nurkukuh, D. K., Mulyodiputro, M. D., & Ridho, S. L. Z. (2024). Metodologi penelitian: pendekatan kualitatif dan kuantitatif (S. F. Nuriza (ed.)). CV Lauk Puyu Press. https://www.researchgate.net/publication/381057587
Bandura, A. (1997). Albert Bandura Self-Efficacy: The Exercise of Control. In New York. W.H. Freeman and Company.
Bushmakin, A. G., & Cappelleri, J. C. (2023). Construct validity and criterion validity. In A practical approach to quantitative validation of patient-reported outcomes (pp. 151–249). John Wiley & Sons. https://doi.org/10.1002/9781119376354.ch5
Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences (2nd ed.). Lawrence Erlbaum Associates.
DeBettencourt, M. T., Williams, S. D., Vogel, E. K., & Awh, E. (2021). Sustained Attention and Spatial Attention Distinctly Influence Long-term Memory Encoding. Journal of Cognitive Neuroscience, 33(10), 2132–2148. https://doi.org/10.1162/jocn_a_01748
Fenollar, P., Román, S., & Cuestas, P. J. (2007). University students’ academic performance: An integrative conceptual framework and empirical analysis. British Journal of Educational Psychology, 77(4), 873–891. https://doi.org/10.1348/000709907X189118
Fredricks, J., Blumenfeld, P., & Paris, A. (2004). School Engagement : Potential of the Concept , State of the Evidence. Review of Educational Research, 74(1), 59–109. https://doi.org/10.3102/00346543074001059
Ghozali, I. (2011). Aplikasi Analisis Multivariate dengan Program IBM SPSS 19 (5th ed.). Badan Penerbit Universitas Diponegoro.
Grolnick, W. S., & Ryan, R. M. (1987). Autonomy in Children’s Learning: An Experimental and Individual Difference Investigation. Journal of Personality and Social Psychology, 52(5), 890–898. https://doi.org/10.1037/0022-3514.52.5.890
Hair, J. F., Hult, G. T., Ringle, C., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). In Sage (2rd ed.). SAGE Publications.
Hair, J. F., Sarstedt, M., & Ringle, C. M. (2017). Partial Least Squares Structural Equation Modeling. In A. Homburg, Christian; Klarmann, Martin; Vomberg (Ed.), Handbook of Market Research (pp. 1–40). Springer. https://doi.org/10.1007/978-3-319-05542-8
Heale, R., & Twycross, A. (2015). Validity and reliability in quantitative studies. Evidence-Based Nursing, 18(3), 66–67. https://doi.org/10.1136/eb-2015-102129
Henseler, J., Hubona, G., & Ray, P. A. (2016). Using PLS path modeling in new technology research: Updated guidelines. Industrial Management and Data Systems, 116(1), 2–20. https://doi.org/10.1108/IMDS-09-2015-0382
Henseler, J., Ringle, C. M., & Sinkovics, R. R. (2009). The use of partial least squares path modeling in international marketing. Advances in International Marketing, 20, 277–319. https://doi.org/10.1108/S1474-7979(2009)0000020014
İnal, Ö., Özkan, E., & Göktaş, A. (2023). The effect of attention control and academic motivation on perceived learning in hybrid occupational therapy education. British Journal of Occupational Therapy, 86(8), 577–586. https://doi.org/10.1177/03080226231172333
Jang, H., Reeve, J., & Deci, E. L. (2010). Engaging Students in Learning Activities: It is Not Autonomy Support or Structure but Autonomy Support and Structure. Journal of Educational Psychology, 102(3), 588–600. https://doi.org/10.1037/a0019682
Kang, Y., & Lay, Y. F. (2025). The Mediating Effect of Perceived Behavioral Control in the Relationship between Participation Intention and Practice Effect in Educational Practice. DINAMIKA Jurnal Ilmiah Pendidikan Dasar, 17(1), 21–33. https://doi.org/https://doi.org/10.30595/dinamika.v17i1.25365
Klem, A. M., & Connell, J. P. (2004). Relationships matter: Linking teacher support to student engagement and achievement. Journal of School Health, 74(7), 262–273. https://doi.org/10.1111/j.1746-1561.2004.tb08283.x
Mcclelland, M. M., Acock, A. C., Piccinin, A., Rhea, S. A., & Stallings, M. C. (2012). Relations between Preschool Attention Span-Persistence and Age 25 Educational Outcomes. Early Childhood Research Quarterly, 28(2), 314–324. https://doi.org/10.1016/j.ecresq.2012.07.008
Pandey, P.; Pandey, M. M. (2015). Research Methodology: Tools and Techniques. In Pastoral Accounting in Colonial Australia (1st ed.). Bridge Center.
Purwanto, A. T. (2022). Perencanakan pembelajaran bermakna dan asesmen kurikulum merdeka. Jurnal Ilmiah Pedagogy, 20(1), 75–94. https://doi.org/10.63889/pedagogy.v15i1.116
Ryan, R. M., Deci, E. L., Vansteenkiste, M., Soenens, B., Ryan, R. M., & Deci, E. L. (2021). Building a Science of Motivated Persons : Self-determination Theory’s Empirical Approach to Human Experience and the Regulation of Behavior. Motivation Science, 7(2), 1–47. https://doi.org/10.1037/mot0000194
Schunk, D. H. (2012). Learning Theories: An Educational Perspective. In Boston, MA (6th ed.). Pearson Education, Inc. https://doi.org/10.1007/BF00751323
Schunk, D. H., & DiBenedetto, M. K. (2020). Motivation and social cognitive theory. Contemporary Educational Psychology, 60, 101832. https://doi.org/10.1016/j.cedpsych.2019.101832
Sembada, A. Y., & Koay, K. Y. (2021). How perceived behavioral control affects trust to purchase in social media stores. Journal of Business Research, 130(November 2018), 574–582. https://doi.org/10.1016/j.jbusres.2019.09.028
Skinner, E. A., & Belmont, M. J. (1993). Motivation in the Classroom: Reciprocal Effects of Teacher Behavior and Student Engagement Across the School Year. Journal of Educational Psychology, 85(4), 571–581. https://doi.org/10.1037/0022-0663.85.4.571
Tuan, H. L., Chin, C. C., & Shieh, S. H. (2005). The development of a questionnaire to measure students’ motivation towards science learning. International Journal of Science Education, 27(6), 639–654. https://doi.org/10.1080/0950069042000323737
Wang, M.-T., Hofkens, J., Hofkens, T., & Schall, J. (2019). The Math and Science Engagement Scale: Development, Validation, and Psychometric Properties Authors: Learning and Instruction, 60, 104–113. https://doi.org/10.1016/j.learninstruc.2018.01.002
Zimmerman, B. J. (2000). Attaining self‑regulation: A social cognitive perspective. In M. Boekaerts, M.; Pintrich, P. R.; Zeidner (Ed.), Handbook of Self-Regulation (pp. 13–39). Academic Press. https://doi.org/10.1016/B978-012109890-2/50031-7
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Copyright for this article is held by the journal JEES: Journal of Education and Educational Sciences and is licensed under the Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0). The article may be used, shared, and adapted for any purpose with proper attribution and distribution under the same license. Full license details: https://creativecommons.org/licenses/by-sa/4.0/








