Application Design and Trust as Moderating Variables in the Relationship between E-Service Quality, Customer Satisfaction, and Customer Loyalty

Authors

  • Citra Putri Ludiani Tera Telkom University
  • Maria Sugiat

DOI:

https://doi.org/10.54099/ijdms.v3i2.1889

Keywords:

E-Service Quality, Application Design, Trust, Customer Satisfaction, Customer Loyalty, SEM-PLS

Abstract

The increasing adoption of digital public services has encouraged organizations to enhance service quality, user experience, and system reliability through mobile-based applications. The JMO (Jamsostek Mobile) application developed by BPJS Ketenagakerjaan is one such innovation aimed at improving service accessibility for users. However, challenges related to system usability, performance, and user trust may influence overall satisfaction and loyalty. This study aims to examine the effect of e-service quality and price perception on customer satisfaction and customer loyalty, while also analyzing the moderating roles of application design and trust. A quantitative approach was employed using data collected from 400 active JMO users through an online questionnaire. The data were analyzed using Structural Equation Modeling–Partial Least Squares (SEM-PLS). The results indicate that e-service quality, price perception, and trust have a positive and significant effect on customer satisfaction. In addition, e-service quality, customer satisfaction, trust, and application design significantly influence customer loyalty. Customer satisfaction also mediates the relationship between e-service quality and customer loyalty. Furthermore, application design and trust act as moderating variables that strengthen the relationship between customer satisfaction and customer loyalty. These findings highlight that improving service quality, enhancing application design, and strengthening user trust are essential strategies in increasing customer satisfaction and fostering long-term customer loyalty in digital public service applications.

 

 

References

Al-Adwan, A. S., Nofal, M., Akram, H., Albelbisi, N. A., & Al-Okaily, M. (2022). Towards a sustainable adoption of e-learning systems: The role of self-directed learning. Journal of Information Technology Education: Research, 21, 245–267. https://doi.org/10.28945/4980

Al-Hawari, M. A., Bani-Melhem, S., & Quratulain, S. (2022). Customer service quality and loyalty in digital service environments.

Alshurideh, M. T., Al Kurdi, B., Alzoubi, H. M., & Hamadneh, S. (2024). Digital service quality and user satisfaction in public digital platforms. International Journal of Data and Network Science, 8(1), 1–14.

Amalia, I. P., & Widodo, A. (2020). Pengaruh E-Service Quality Terhadap E-Customer Loyalty Pada Aplikasi KAI Access Melalui E-Customer Satisfaction Sebagai Variabel Intervening.

Amruddin. (2022). Metode Penelitian Kuantitatif.

Ameen, N., Tarhini, A., Reppel, A., & Anand, A. (2021). Customer experiences in the age of artificial intelligence. Computers in Human Behavior, 114, 106548. https://doi.org/10.1016/j.chb.2020.106548

Apriliani, N. L. P., Anggraini, N. P. N., & Ribek, P. K. (2022). Pengaruh Persepsi Harga, Kualitas Pelayanan Dan Fasilitas Terhadap Kepuasan Pelanggan Pada Water Garden Hotel Candidasa Bali. Jurnal EMAS, 3.

Ari, D. P. S., & Hanum, L. (2021). Pengaruh Kualitas Pelayanan Website DJP Terhadap Kepuasan Pengguna Dengan Modifikasi E-GovQual. Jurnal Administrasi Bisnis, 1, 104–111.

Bangun, N. (2022). Pengaruh Website Design, Informativeness, Dan Security Of Online Transaction Terhadap Customer Satisfaction. Jurnal ISIP: Jurnal Ilmu Sosial Dan Ilmu Politik, 19(1), 23–32.

Berliana, M., & Zulestiana, D. A. (2020). Pengaruh E-Service Quality terhadap Customer Satisfaction dan Loyalty pada Pengguna GoPay di Indonesia. Riset Dan E-Jurnal Manajemen Informatika Komputer, 4(2), 223–229.

Bhattacherjee, A. (2001). Understanding information systems continuance: An expectation-confirmation model. MIS Quarterly, 25(3), 351–370. https://doi.org/10.2307/3250921

Blut, M., Chowdhry, N., Mittal, V., & Brock, C. (2015). E-service quality: A meta-analytic review. Journal of Retailing, 91(4), 679–700. https://doi.org/10.1016/j.jretai.2015.05.004

Budiman, A., Yulianto, E., & Saifi, M. (2020). Pengaruh E-Service Quality Terhadap E-Satisfaction Dan E-Loyalty Nasabah Pengguna Mandiri Online. Jurnal Profit, 1, 1–11.

Caruana, A. (2002). Service loyalty: The effects of service quality and the mediating role of customer satisfaction. European Journal of Marketing, 36(7/8), 811–828.

Damayanti, S., Widjaja, F. N., & Tedjakusuma, A. P. (2025). Pengaruh Website Design E-Commerce Home Product Terhadap Customer Satisfaction Di Indonesia. Jurnal Pendidikan Ekonomi.

DataReportal. (2025). Digital 2026: Indonesia. DataReportal, We Are Social, & Meltwater.

Diotiharta, R. S. Y., Muktiyanto, A., & Mujtahid, I. M. (2023). Pengaruh Kualitas Layanan, Citra Merek Dan Harga Terhadap Kepuasan Pengguna Layanan Internet PT Telkomsel di Kota Bengkulu. Jurnal Ilmiah Ekonomi Dan Bisnis, 11(1), 401–414.

Febrianti, I. N. (2020). Pengaruh Experiential Marketing Dan Service Quality Terhadap Customer Loyalty: Customer Satisfaction Sebagai Variabel Mediasi. Jurnal Manajemen Bisnis Dan Kewirausahaan, 56–61.

Gefen, D., Karahanna, E., & Straub, D. W. (2003). Trust and TAM in online shopping: An integrated model. MIS Quarterly, 27(1), 51–90. https://doi.org/10.2307/30036519

Ghozali, I., & Latan, H. (2015). Partial Least Squares: Konsep, Teknik dan Aplikasi Menggunakan Program SmartPLS 3.0 (2nd ed.). Semarang: Badan Penerbit Universitas Diponegoro.

Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2022). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (3rd ed.). Sage Publications.

Hasbiah, S. (2025). Systematic Literature Review: Entrepreneurial Innovation Theory and Relationship Marketing Theory in Rest Area, 3(1), 291–298.

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

Hikmah, A. N. (2020). Pengaruh Customer Engagement Dan E-Service Quality Terhadap Online Repurchase Intention Dengan Customer Satisfaction Sebagai Variabel Intervening Pada Marketplace Shopee. Jurnal Ilmiah Mahasiswa Manajemen, Bisnis Dan Akuntansi, 2(1), 89–100.

Khoirunnisa, D. (2023). Digital Marketing, Persepsi Harga, Dan Citra Merek Terhadap Kepuasan Konsumen. Journal of Management and Bussines (JOMB), 5, 202–215.

Kunadi, E. F., & Wuisan, D. S. S. (2021). Pengaruh E-Service Quality Dan Food Quality Terhadap Customer Loyalty Pengguna GoFood Indonesia Yang Dimediasi Oleh Perceived Value Dan Customer Satisfaction. Jurnal Ilmiah Manajemen Bisnis Dan Inovasi Universitas Sam Ratulangi, 8(1).

Latifah, N., Widayani, A., & Normawati, R. A. (2020). Pengaruh Perceived Usefulness Dan Trust Terhadap Kepuasan Konsumen Pada E-Commerce Shopee. Bisma: Jurnal Bisnis Dan Manajemen, 14(1).

Lee, G. G., & Lin, H. F. (2005). Customer perceptions of e-service quality in online shopping. International Journal of Retail & Distribution Management, 33(2), 161–176.

Ningsih, A. (2023). Pengaruh Customer Experience, Customer Expectation Terhadap Customer Satisfaction Dan Customer Loyalty. Jurnal Ekonomi & Ekonomi Syariah, 6(2).

Oliver, R. L. (1999). Whence consumer loyalty? Journal of Marketing, 63(Special Issue), 33–44. https://doi.org/10.1177/00222429990634S105

Parasuraman, A., Zeithaml, V. A., & Malhotra, A. (2005). E-S-QUAL: A multiple-item scale for assessing electronic service quality. Journal of Service Research, 7(3), 213–233. https://doi.org/10.1177/1094670504271156

Putri, S. F. A., & Marlena, N. (2021). Pengaruh E-Service Quality Dan E-Trust Terhadap Kepuasan Konsumen The Effect Of E-Service Quality And E-Trust On ShopeePay User Consumer Satisfaction. Forum Ekonomi, 23(3), 463–474.

Rahayu, S. (2022). Pengaruh Digital Customer Experience dalam Menciptakan Customer Satisfaction dan Customer Loyalty di Era Digital. Jurnal Ekonomi & Ekonomi Syariah, 5(1), 1–13.

Rahmawati, A. D. (2024). Dampak Social Influence Dan Desain Aplikasi Terhadap Kepuasan Pengguna Shopee.

Riam, Z. A. (2025). Pengaruh Kualitas Tampilan Antarmuka Aplikasi Mobile Terhadap Kepuasan Pengguna Aplikasi WhatsApp, 2(1).

Sudirman, A., & Harini, S. (2020). Kontribusi Harga Dan Kepercayaan Untuk Membentuk Kepuasan Pengguna Transportasi Berbasis Aplikasi. Journal of Business and Banking, 9(2), 323–335. https://doi.org/10.14414/jbb.v9i2.2078

Suhardi, Y. (2022). Pengaruh Harga, Kualitas Pelayanan dan Fasilitas terhadap Kepuasan Pelanggan. Jurnal STEI Ekonomi, 31(02), 31–41.

Suryani, D., & Sukri, S. Al. (2021). Pengaruh Perceived Ease Of Use, Perceived Usefulness Dan Trust Terhadap Kepuasan Pelanggan Gojek. Indonesian Journal of Business Economics and Management, 1, 11–19.

Tran, V. D., & Nguyen, H. T. (2023). The impact of e-service quality, trust, and perceived value on customer satisfaction and loyalty. Journal of Asian Finance, Economics and Business, 10(3), 231–242.

Venkatakrishnan, J., Alagiriswamy, R., & Parayitam, S. (2023). Web design and trust as moderators in the relationship between e-service quality, customer satisfaction and customer loyalty. The TQM Journal, 35(8), 2455–2484. https://doi.org/10.1108/TQM-10-2022-0298

Wulandari, N., Yohani, K., & Marpaung, L. W. (2026). Pengaruh Hubungan Pelanggan Dan Kepercayaan Terhadap Loyalitas Pelanggan pada UMKM Kopi di Kota Medan, 2, 118–135.

Zahra, F., Indrawati, H., & Rizka, M. (2024). Pengaruh Kualitas Website terhadap Kepuasan Pelanggan E-Commerce Shopee. JIIP (Jurnal Ilmiah Ilmu Pendidikan), 7, 13497–13502.

Zeithaml, V. A. (1988). Consumer perceptions of price, quality, and value: A means-end model and synthesis of evidence. Journal of Marketing, 52(3), 2–22. https://doi.org/10.1177/002224298805200302

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Published

2026-08-25

How to Cite

Tera, C. P. L., & Sugiat, M. (2026). Application Design and Trust as Moderating Variables in the Relationship between E-Service Quality, Customer Satisfaction, and Customer Loyalty . International Journal of Digital Marketing Science, 3(2), 127–142. https://doi.org/10.54099/ijdms.v3i2.1889

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