Komparasi CB-SEM dan PLS-SEM dalam Mengidentifikasi Driver Kepuasan Nasabah Bank Syariah
Keywords:
CB-SEM, Customer Loyalty, Customer Satisfaction, Islamic Bank, PLS-SEMAbstract
This study analyzes the factors influencing Islamic bank customer satisfaction in Indonesia and compares the estimation results of Covariance-Based Structural Equation Modeling (CB-SEM) and Partial Least Squares SEM (PLS-SEM). Using a quantitative survey approach, data were collected from 209 Islamic bank customers in Bandung using a 5-point Likert scale instrument. Six constructs were examined: Islamic product attributes, trust, religious commitment, service quality, customer satisfaction, and customer loyalty. CB-SEM was implemented using LISREL with Maximum Likelihood estimation, while PLS-SEM was implemented using SmartPLS 3.0 with 5,000 bootstrap subsamples. Results show that trust is the strongest determinant of customer satisfaction in both methods (PLS: β = 0.36, t = 3.80; CB-SEM: β = 0.51, t = 3.57). Religious commitment, Islamic product attributes, and service quality showed significant effects only in PLS-SEM. The satisfaction–loyalty path was not significant in either method (β = –0.21). Methodologically, PLS-SEM supported more hypotheses and produced higher convergent validity values, while CB-SEM provided more comprehensive model fit evaluation. These findings demonstrate that the two approaches are complementary rather than substitutable, and their combined use produces a more complete understanding of Islamic bank customer behavior.
References
Abdullah, M., Wahab, S. N., & Aziz, S. (2022). Service quality and customer satisfaction in Islamic banking: A systematic review. Journal of Islamic Marketing, 13(4), 912–934. https://doi.org/10.1108/JIMA-03-2020-0082
Akhtar, N., Siddiqi, U. I., Islam, T., & Rasheed, H. (2023). Trust and customer satisfaction in Islamic banking: Mediating role of perceived justice. International Journal of Bank Marketing, 41(2), 341–368. https://doi.org/10.1108/IJBM-04-2022-0180
Albaity, M., & Rahman, M. (2021). Customer satisfaction and loyalty among Islamic bank customers: Evidence from Malaysia. International Journal of Islamic and Middle Eastern Finance and Management, 14(3), 642–660. https://doi.org/10.1108/IMEFM-09-2019-0381
Al-Msallam, S. (2021). The effects of customer satisfaction and service quality on customer loyalty in Islamic banking. Journal of Research in Marketing, 15(1), 1078–1095.
Amin, M., Isa, Z., & Fontaine, R. (2021). Islamic banks: Contrasting the drivers of customer satisfaction on image, trust, and loyalty of Muslim and non-Muslim customers in Malaysia. International Journal of Bank Marketing, 39(6), 1–24. https://doi.org/10.1108/IJBM-10-2020-0517
Bananuka, J., Kaawaase, T. K., Kasera, M., & Nalukenge, I. (2020). Determinants of adoption of Islamic banking in a non-Islamic developing economy. ISRA International Journal of Islamic Finance, 12(2), 213–240. https://doi.org/10.1108/IJIF-04-2018-0040
Byrne, B. M. (2016). Structural equation modeling with AMOS: Basic concepts, applications, and programming (3rd ed.). Routledge. https://doi.org/10.4324/9781315757421
Echchabi, A., & Aziz, H. A. (2020). Islamic financial products attributes and customer satisfaction in Morocco. Journal of Islamic Marketing, 11(6), 1829–1843. https://doi.org/10.1108/JIMA-02-2019-0035
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate data analysis (8th ed.). Cengage Learning.
Hair, J. F., Henseler, J., Dijkstra, T. K., & Sarstedt, M. (2014). Common beliefs and reality about partial least squares: Comments on Rönkkö and Evermann. Organizational Research Methods, 17(2), 182–209. https://doi.org/10.1177/1094428114526928
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
Hair, J. F., Sarstedt, M., Ringle, C. M., & Gudergan, S. P. (2022). Advanced issues in partial least squares structural equation modeling (2nd ed.). SAGE Publications.
Hamid, A. B. A., & Amin, H. (2022). Satisfaction and loyalty in Islamic banking: The role of Shariah compliance and service quality. Journal of Islamic Accounting and Business Research, 13(5), 843–862. https://doi.org/10.1108/JIABR-07-2021-0201
Hassan, A., Chachi, A., & Latiff, S. A. (2021). Islamic marketing ethics and its impact on customer satisfaction in the Islamic banking industry. Journal of King Abdulaziz University: Islamic Economics, 21(1), 27–46. https://doi.org/10.4197/islec.21-1.2
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
Kotler, P., & Keller, K. L. (2016). Marketing management (15th ed.). Pearson Education.
Latan, H., & Noonan, R. (Eds.). (2017). Partial least squares path modeling: Basic concepts, methodological issues and applications. Springer. https://doi.org/10.1007/978-3-319-64069-3
Lujja, S., Omar, M. M., & Hassan, R. (2016). Modelling public behavioural intention to adopt Islamic banking in Uganda. International Journal of Islamic and Middle Eastern Finance and Management, 9(4), 583–600. https://doi.org/10.1108/IMEFM-04-2015-0037
Mbama, C. I., & Ezepue, P. O. (2018). Digital banking, customer experience and bank financial performance. International Journal of Bank Marketing, 36(2), 230–255. https://doi.org/10.1108/IJBM-11-2016-0181
Morgan, R. M., & Hunt, S. D. (1994). The commitment-trust theory of relationship marketing. Journal of Marketing, 58(3), 20–38. https://doi.org/10.1177/002224299405800302
Oliver, R. L. (1997). Satisfaction: A behavioral perspective on the consumer. McGraw-Hill.
Oliver, R. L. (1999). Whence consumer loyalty? Journal of Marketing, 63(4_suppl1), 33–44. https://doi.org/10.1177/00222429990634S105
Othman, A., & Owen, L. (2001). Adopting and measuring customer service quality (SQ) in Islamic banks: A case study in Kuwait Finance House. International Journal of Islamic Financial Services, 3(1), 1–26.
Otoritas Jasa Keuangan. (2023). Statistik perbankan syariah: Desember 2023. Otoritas Jasa Keuangan.
Parasuraman, A., Zeithaml, V. A., & Berry, L. L. (1988). SERVQUAL: A multiple-item scale for measuring consumer perceptions of service quality. Journal of Retailing, 64(1), 12–40.
Podsakoff, P. M., MacKenzie, S. B., Lee, J. Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
Razak, D. A., & Abduh, M. (2022). Customers' attitude and adoption of Islamic banking in Malaysia. American Journal of Applied Sciences, 19(1), 1–11. https://doi.org/10.3844/ajassp.2022.1.11
Ringle, C. M., Sarstedt, M., Mitchell, R., & Gudergan, S. P. (2020). Partial least squares structural equation modeling in HRM research. The International Journal of Human Resource Management, 31(12), 1617–1643. https://doi.org/10.1080/09585192.2017.1416655
Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://doi.org/10.1037/0003-066X.55.1.68
Sarstedt, M., Hair, J. F., Nitzl, C., Ringle, C. M., & Howard, M. C. (2022). Beyond a tandem analysis of SEM and PROCESS: Use of PLS-SEM for mediation analyses. International Journal of Market Research, 62(3), 288–299. https://doi.org/10.1177/1470785320915686
Souiden, N., & Rani, M. (2015). Consumer attitudes and purchase intentions toward Islamic banks: The influence of religiosity. International Journal of Bank Marketing, 33(2), 143–161. https://doi.org/10.1108/IJBM-10-2013-0115
Wahab, S. N., Abdullah, M., & Aziz, S. (2021). Shariah compliance and customer satisfaction in Islamic banking: Empirical evidence from Malaysia. Journal of Islamic Marketing, 12(8), 1609–1631. https://doi.org/10.1108/JIMA-05-2019-0110
Worthington, E. L., Wade, N. G., Hight, T. L., Ripley, J. S., McCullough, M. E., Berry, J. W., Schmitt, M. M., Berry, J. T., Bursley, K. H., & O'Connor, L. (2003). The Religious Commitment Inventory-10: Development, refinement, and validation of a brief scale for research and counseling. Journal of Counseling Psychology, 50(1), 84–96. https://doi.org/10.1037/0022-0167.50.1.84
Zeithaml, V. A., Berry, L. L., & Parasuraman, A. (1996). The behavioral consequences of service quality. Journal of Marketing, 60(2), 31–46. https://doi.org/10.1177/002224299606000203
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Journal of Management and Social Sciences

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.







