An SEM-based analysis of the determinants of household saving behavior among Islamic bank customers in Indonesia
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DOIhttp://dx.doi.org/10.21511/bbs.21(1).2026.14
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Article InfoVolume 21 2026, Issue #1, pp. 192-203
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Type of the article: Research Article
Abstract
Household savings are a fundamental driver of financial stability and economic growth, particularly in developing economies such as Indonesia. Given the presence of a dual banking system that includes both conventional and Islamic banks, understanding the saving behavior of Islamic bank customers is essential for improving financial inclusion and economic resilience. This study aims to empirically investigate the impact of service quality, customer satisfaction, customer value, customer loyalty, and income on household saving behavior in Indonesia’s Islamic banking sector. A structured questionnaire was administered to a sample of 260 Islamic bank customers, and the data were analyzed using Structural Equation Modelling (SEM). The findings reveal that customer loyalty is significantly influenced by service quality (β = 0.23), customer satisfaction (β = 0.41), and customer value (β = 0.15), explaining 31% of the variance in loyalty (R² = 0.31). Additionally, household savings are directly affected by service quality (β = 0.82), customer satisfaction (β = 0.16), customer value (β = 0.06), customer loyalty (β = 0.17), and income (β = 0.08), with the overall model accounting for 55% of the variance in saving behavior (R² = 0.55). These results underscore the critical role of banking service quality and customer-related factors in fostering saving habits within Islamic banks. The study offers actionable insights for policymakers and financial institutions aiming to enhance customer engagement and strengthen savings mobilization strategies in Islamic banking.
Acknowledgment
The authors are thankful to the Deanship of Graduate Studies and Scientific Research at University of Bisha for supporting this work through the Fast-Track Research Support Program.
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JEL Classification (Paper profile tab)G21, E21, D14, C38
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References35
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Tables2
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Figures6
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- Figure 1. Confirmatory model analysis
- Figure 2. Structural model analysis
- Figure 3. Path analysis
- Figure 4. Substructure model 1
- Figure 5. Substructure model 2
- Figure 6. Integrated model
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- Table 1. Goodness of fit test results
- Table 2. Summary of structural path coefficients
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- Abiodun Oladapo, I. (2024). Financial literacy in Saudi Arabian MSMES: Insights from Islamic banks’ customers. Investment Management and Financial Innovations, 21(4), 25-34.
- Abror, A., Patrisia, D., Engriani, Y., Evanita, S., Yasri, Y., & Dastgir, S. (2019). Service quality, religiosity, customer satisfaction, customer engagement and Islamic bank’s customer loyalty. Journal of Islamic Marketing, 11(6), 1691-1705.
- Albinali, A. (2023). Bank lending and macroprudential policies: are Islamic banks differentially affected? Islamic Economic Studies, 30(2), 104-120.
- Aldabousi, A. M., Awad, A., Hassan, H. E. M., Abdullah, S. S., & Ghonim, A. (2025). Arbitration in Islamic banking: Exploring legal and practical implications for dispute resolution. Banks and Bank Systems, 20(2), 15-26.
- Alfaro, L., & Chauvin, J. (2017). Foreign Direct Investment, Finance, and Economic Development. In Encyclopedia of International Economics and Global Trade.
- Ali, A., & Rumzi Tausif, M. (2018). Service quality, customers’ satisfaction, and profitability: an empirical study of Saudi Arabian insurance sector. Investment Management and Financial Innovations, 15(2), 232-247.
- Asnawi, N., Sukoco, B. M., & Fanani, M. A. (2019). The role of service quality within Indonesian customers satisfaction and loyalty and its impact on Islamic banks. Journal of Islamic Marketing, 11(1), 192-212.
- Awad, A., Al-Fil, N. Z., Dganni, K. M., Aldabousi, A. M., & Ahmad Obeidat, M. (2024). Optimizing dormant account management in UAE banking: Legal gaps and proposed reforms. Banks and Bank Systems, 19(4), 124-135.
- Aziz, A. F., Awad, A. & Shma, T. R. (2025). Investment behavior in the Egyptian stock market: The impact of social media on investor decision-making. Investment Management and Financial Innovations, 22(1), 203-212.
- Chiad, F., & Gherbi, A. (2024). The role of Islamic banks in promoting economic growth and financial stability: Evidence from Saudi Arabia. Investment Management and Financial Innovations, 21(3), 357-369.
- Fernandes, T., & Pinto, T. (2019). Relationship quality determinants and outcomes in retail banking services: The role of customer experience. Journal of Retailing and Consumer Services, 50, 30-41.
- Ghonim, A., & Awad, A. (2025). Data-driven marketing in banks: The role of artificial intelligence in enhancing marketing efficiency and business performance. International Review of Management and Marketing, 15(5), 422-431.
- Goktas, P., & Dirsehan, T. (2025). Using PLS-SEM and XAI for causal-predictive services marketing research. Journal of Services Marketing, 39(1), 53-68.
- Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (2nd ed.). SAGE Publications Inc.
- Hati, S. R. H., Wibowo, S. S., & Safira, A. (2021). The antecedents of Muslim customers’ intention to invest in an Islamic bank’s term deposits: evidence from a Muslim majority country. Journal of Islamic Marketing, 12(7), 1363-1384.
- Hayat, A., & Tahir, M. (2021). Foreign direct investment, natural resources and economic growth: a threshold model approach. Journal of Economic Studies, 48(5), 929-944.
- Kasri, R. A., Indrastomo, B. S., Hendranastiti, N. D., & Prasetyo, M. B. (2022). Digital payment and banking stability in emerging economy with dual banking system. Heliyon, 8(11), e11198.
- Maryam, A. K. (2023). Islamic Digital Banking Adoption in Muslim Countries: A Review. Proceeding of Annual International Conference on Islamic Economics (AICIE), 2(1), 328-335.
- Mohd Thas Thaker, H., Sakaran, K. C., Nanairan, N. M., Mohd Thas Thaker, M. A., & Iqbal Hussain, H. (2020). Drivers of loyalty among non-Muslims towards Islamic banking in Malaysia. International Journal of Islamic and Middle Eastern Finance and Management, 13(2), 281-302.
- Mohd Thas Thaker, M. A. Bin, Allah Pitchay, A. Bin, Mohd Thas Thaker, H. Bin, & Amin, M. F. Bin. (2019). Factors influencing consumers’ adoption of Islamic mobile banking services in Malaysia. Journal of Islamic Marketing, 10(4), 1037-1056.
- Murrar, A., Asfour, B., & Paz, V. (2024). Banking sector and economic growth in the digital transformation era: insights from maximum likelihood and Bayesian structural equation modeling. Asian Journal of Economics and Banking, 8(3), 335-353.
- Nugraheni, P., & Widyani, F. N. (2021). A study of intention to save in Islamic banks: the perspective of Muslim students. Journal of Islamic Marketing, 12(8), 1446-1460.
- Nurun Nikmah, A. N., Suryanto, T., & Surono, S. (2020). Evaluation of Dual Banking System in Banking in Indonesia. Islamiconomic: Jurnal Ekonomi Islam, 11(2).
- Nyhus, E. K. (2017). Saving Behavior: Economic and Psychological Approaches. In Economic Psychology (pp. 206-221). Wiley.
- Pant, D. K. (2024). Factors Affecting the Saving Behavior of Individuals. Researcher CAB: A Journal for Research and Development, 3(1), 157-171.
- Ribaj, A., & Mexhuani, F. (2021). The impact of savings on economic growth in a developing country (the case of Kosovo). Journal of Innovation and Entrepreneurship, 10(1), 1.
- Rivera, J. R. D., Jacomossi, R. R., Barrichello, A., & Morano, R. S. (2018). Using structural equation modeling: patterns and trends of publications in Brazilian journals. Revista de Gestão, 25(3), 291-302.
- Rizqi Febriandika, N., Harun, Hakimi, F., & Masrizal. (2023). Determinants of consumer adoption of Islamic mobile banking services in Indonesia. Banks and Bank Systems, 18(4), 30-43.
- Roberts-Lombard, M., & Petzer, D. J. (2024). You want my loyalty? Treat me fairly! A study of Islamic banking customers in South Africa. Journal of Islamic Marketing, 16(2), 627-650.
- Ryan, C. (2020). Refereeing articles including SEM – what should referees look for? Tourism Critiques: Practice and Theory, 1(1), 47-61.
- Suhartanto, D., Gan, C., Sarah, I. S., & Setiawan, S. (2019). Loyalty towards Islamic banking: service quality, emotional or religious driven? Journal of Islamic Marketing, 11(1), 66-80.
- Wardhani, N. K., Faff, R., Liu, L., & Abdul Halim, Z. (2025). Examining the Indonesian dual banking system: an exploration of market discipline indicators. International Journal of Managerial Finance, 21(2), 413-444.
- Widarjono, A. (2018). Ekonometrika: Pengantar dan Aplikasinya Disertai Panduan EViews [Econometrics: An Introduction and Applications with an EViews Guide] (5th ed.). UPP STIM YKPN. (In Indonesian).
- Yusuf, A. A., Maryam, A. K., Shiddieqy, D. F., & Awad, A. (2025). The role of sukuk financing in economic growth and poverty reduction: Empirical evidence from selected ASEAN countries. Public and Municipal Finance, 14(2), 42-50.
- Zeitun, R., & Anam, O. A. (2024). Do product offering and service quality affect customer satisfaction in Islamic and conventional banks? Evidence from an oil-based economy. Journal of Islamic Marketing, 15(11), 2959-2987.


