Abstract
In the competitive logistics industry, fostering long-term customer relationships is important for sustained business performance. Logistics companies have increasingly adopted digital tools to manage customer relationships and support customer loyalty. This study examines the relationship between electronic customer relationship management (e-CRM) and customer loyalty, and the mediating role of customer satisfaction in this relationship, among logistics service users in Malaysia. Using stimulus-organism-response (SOR) theory, e-CRM is treated as the stimulus, customer satisfaction as the organism, and customer loyalty as the response. Data were collected through an online self-administered questionnaire from 123 valid respondents in Puncak Alam, Selangor, and analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). The results show that e-CRM is positively related to both customer satisfaction (β = 0.646) and customer loyalty (β = 0.334), and that customer satisfaction is positively related to customer loyalty (β = 0.576). Customer satisfaction was also found to partially mediate the relationship between e-CRM and customer loyalty (β = 0.372). These findings contribute to the limited body of knowledge on digital CRM practices in the logistics sector and offer logistics service providers practical direction for strengthening customer satisfaction and loyalty through e-CRM.
Keywords
- e-CRM Search this journal for e-CRM (opens in a new tab)
- Customer Loyalty Search this journal for Customer Loyalty (opens in a new tab)
- Customer Satisfaction Search this journal for Customer Satisfaction (opens in a new tab)
- Logistics Service Providers Search this journal for Logistics Service Providers (opens in a new tab)
References
- Ababneh, K.I., Ponnaiyan, S., ElMelegy, A. R., & Prybutok, V. (2022). Determinants of customer satisfaction and behavioral intentions in fast-food restaurants among undergraduate students during the COVID-19 pandemic. Quality Management Journal, 29(2), 104–124. https://doi.org/10.1080/10686967.2022.2034491 DOI: https://doi.org/10.1080/10686967.2022.2034491
- Ab Hamid, N. R., Cheng, A. Y., & Akhir, R. M. (2011). Dimensions of E-CRM: An empirical study on hotels' websites. Journal of Southeast Asian Research, 2011, Article 820820. https://doi.org/10.5171/2011.820820 DOI: https://doi.org/10.5171/2011.820820
- Abdolhosseini Khaligh, A., Miremadi, A., & Aminilari, M. (2012). The Impact of eCRM on Loyalty and Retention of Customers in the Iranian Telecommunication Sector. International Journal of Business and Management, 7(2), 150–162. https://doi.org/10.5539/ijbm.v7n2p150 DOI: https://doi.org/10.5539/ijbm.v7n2p150
- Abdulfattah, F.H. (2012). The effect of electronic customer relationship on customer satisfaction: A study on web banking in Saudi Arabia [University of Huddersfield, West Yorkshire, England]. eprints.hud.ac.uk/18098/
- Adlin, F. N., Ferdiana, R., & Fauziati, S. (2019). Current trend and literature on electronic CRM adoption review. Journal of Physics: Conference Series, 1201, 012058. https://doi.org/10.1088/1742-6596/1201/1/012058 DOI: https://doi.org/10.1088/1742-6596/1201/1/012058
- Aldaihani, F. M., & Ali, N. A. (2018). Effect of Electronic Customer Relationship Management on Electronic Service Quality Provided by the Commercial Banks in Kuwait. International Journal of Academic Research in Accounting, Finance and Management Sciences, 8(2), 143–154. https://doi.org/10.6007/ijarafms/v8-i2/4239 DOI: https://doi.org/10.6007/IJARAFMS/v8-i2/4239
- Al-Dmour, H. H., Algharabat, R. S., Khawaja, R., & Al-Dmour, R. H. (2019). Investigating the impact of ECRM success factors on business performance: Jordanian commercial banks. Asia Pacific Journal of Marketing and Logistics, 31(1), 105–127. https://doi.org/10.1108/APJML-10-2017-0270 DOI: https://doi.org/10.1108/APJML-10-2017-0270
- Alhamdi, F. M., Rashed, A. S., & Al-Kahtani, S. M. (2026). Electronic customer relationship management as a mediator between digital marketing strategies and electronic loyalty among Saudi Arabian consumers. Discover Sustainability. https://doi.org/10.1007/s43621-026-03375-7 DOI: https://doi.org/10.1007/s43621-026-03375-7
- Amalyah, M., Putri, D., Hussein, A. S., & Handrito, R. P. (2025). The Impact of Electronic Customer Relationship Management (e-CRM) on e-Loyalty. Jurnal Ilmiah Manajemen Kesatuan, 13(5), 4191-4202. https://doi.org/10.37641/jimkes.v13i5.3600 DOI: https://doi.org/10.37641/jimkes.v13i5.3600
- Anjarwati, G. C., Purmono, B. B., & Setiawan, H. (2026). Building Customer Loyalty in Digital Commerce: The Roles of Electronic Trust, E-CRM, and Customer Satisfaction. Journal of Educational Management Research, 5(5), 5575-5590. https://doi.org/10.61987/jemr.v5i5.3011
- Ali, N., & Alfayez, M. (2024). The impact of E-CRM on customer loyalty in the airline industry: the mediating role of customer experience. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2364838 DOI: https://doi.org/10.1080/23311975.2024.2364838
- Ashraf, A. R., Thongpapanl, N., Anwar, A., Lapa, L., & Venkatesh, V. (2021). Perceived values and motivations influencing m-commerce use: A nine-country comparative study. International Journal of Information Management, 59, 102318. https://doi.org/10.1016/j.ijinfomgt.2021.102318 DOI: https://doi.org/10.1016/j.ijinfomgt.2021.102318
- Aslam, W., Arif, I., Atiq, Z., & Hussain, F. (2021). Connecting mobile application features with perceived benefits in determining post-adoption behavior. FIIB Business Review, 10(4), 454–465. https://doi.org/10.1177/23197145211035748 DOI: https://doi.org/10.1177/23197145211035748
- Azila, N., & Noor, M. (2011). Electronic customer relationship management performance: Its impact on loyalty from customers’ perspectives. International Journal of eEducation, e-Business, e-Management and e-Learning, 1(2). DOI: https://doi.org/10.7763/IJEEEE.2011.V1.1
- Bahri-Ammari, N., & Bilgihan, A. (2019). Customer retention in mobile telecommunication service providers: The roles of perceived justice and customer loyalty program. International Journal of Mobile Communications, 17(1), 82–107. https://doi.org/10.1504/IJMC.2019.096518 DOI: https://doi.org/10.1504/IJMC.2019.096518
- Banerji, A., & Singh, R. (2024). Determinants of customer satisfaction and loyalty in digital service platforms. Frontiers in Communication, 9, 1603554. https://doi.org/10.3389/fcomm.2024.1603554
- Behravan, N., & Rahman, M. S. (2012). Customer relationship management constructs under social networks towards customers’ retention. Australian Journal of Basic and Applied Sciences, 6(7), 271–282.
- Bolton, R., Lemon, K. & Verhoef, P. (2004). The Theoretical Underpinnings of Customer Asset Management: A Framework and Propositions for Future Research. Journal of the Academy of Marketing Science, 32, 271–292. http://dx.doi.org/10.1177/0092070304263341 DOI: https://doi.org/10.1177/0092070304263341
- Cheng, B. L., Gan, C. C., Imrie, B. C., & Mansori, S. (2019). Service recovery, customer satisfaction and customer loyalty: Evidence from Malaysia’s hotel industry. International Journal of Quality and Service Sciences, 11(2), 187–203. https://doi.org/10.1108/IJQSS-09-2017-0081 DOI: https://doi.org/10.1108/IJQSS-09-2017-0081
- Cohen, J. (1992). A power primer. Psychological Bulletin, 112(1), 155–159. https://doi.org/10.1037/0033-2909.112.1.155 DOI: https://doi.org/10.1037/0033-2909.112.1.155
- Dehghanpouri, H., Soltani, Z., & Rostamzadeh, R. (2020). The impact of trust, privacy and quality of service on the success of E-CRM: The mediating role of customer satisfaction. Journal of Business and Industrial Marketing, 35(11), 1831–1847. https://doi.org/10.1108/JBIM-07-2019-0325 DOI: https://doi.org/10.1108/JBIM-07-2019-0325
- Donovan, R. J., & Rossiter, J. R. (1982). Store atmosphere: An environmental psychology approach. Journal of Retailing, 58(1), 34–57.
- Dubihlela, J., and Khosa, P. M. (2014). Impact of e-CRM implementation on customer loyalty, customer retention and customer profitability for hoteliers along the Vaal Meander of South Africa. Mediterranean Journal of Social Science, 5(16), 175-183. http://dx.doi.org/10.5901/mjss.2014.v5n16p175. DOI: https://doi.org/10.5901/mjss.2014.v5n16p175
- Emaluta, F.H.K., Isnalita, I., & Soewarno, N. (2019). The Effect of Customer Relationship Management (CRM) on Customers’ Loyalty and Customers’ Satisfaction as Mediator Variables. Jurnal AKSI (Akuntansi dan Sistem Informasi), 4(2), 59–63. https://doi.org/10.32486/aksi.v4i2.352 DOI: https://doi.org/10.32486/aksi.v4i2.352
- Faul, F., Erdfelder, E., Lang, A.-G., & Buchner, A. (2007). G*Power 3: A flexible statistical power analysis program for the social, behavioral, and biomedical sciences. Behavior Research Methods, 39(2), 175–191. https://doi.org/10.3758/bf03193146 DOI: https://doi.org/10.3758/BF03193146
- Gam, H., Yum, S., & Kim, J. (2025). Online customer relationship management post-purchase: Targeting electronic word-of-mouth to enhance customer satisfaction and loyalty. Journal of Theoretical and Applied Electronic Commerce Research, 20(1), 145–168.
- Genc, I. H., & Arzaghi, M. (2024). Did the COVID-19 pandemic permanently impact e-commerce in the US market? Modern Finance, 2(1), 18–30. https://doi.org/10.61351/mf.v2i1.74 DOI: https://doi.org/10.61351/mf.v2i1.74
- Gold, A. H., Malhotra, A., & Segars, A. H. (2001). Knowledge management: An organizational capabilities perspective. Journal of Management Information Systems, 18(1), 185–214. https://doi.org/10.1080/07421222.2001.11045669 DOI: https://doi.org/10.1080/07421222.2001.11045669
- Gong, J., Said, F., Ting, H., Firdaus, A., Aksar, I. A., & Xu, J. (2023). Do Privacy Stress and Brand Trust Still Matter? Implications for Continuous Online Purchasing Intention in China. Current Psychology, 42(18), 15515–15527. https://doi.org/10.1007/s12144-022-02857-x DOI: https://doi.org/10.1007/s12144-022-02857-x
- Gultekin, B., Demir, S., Gunduz, M. A., Cura, F., & Ozer, L. (2022). The logistics service providers during the COVID-19 pandemic: The prominence and the cause-effect structure of uncertainties and risks. Computers & Industrial Engineering, 165, 107950. https://doi.org/10.1016/j.cie.2022.107950 DOI: https://doi.org/10.1016/j.cie.2022.107950
- Haghighinasab, M., Ahmadi, D., & Khobbakht, F. (2025). Electronic customer relationship management and reputation: drivers of customer satisfaction and loyalty in digital-only banking. Journal of Financial Services Marketing, 30(1), 1–23. https://doi.org/10.1057/s41264-024-00297-1 DOI: https://doi.org/10.1057/s41264-024-00297-1
- Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2022). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Sage. DOI: https://doi.org/10.1007/978-3-030-80519-7
- Hayati, S., Suroso, A., Suliyanto, S., & Kaukab, M. E. (2020). Customer satisfaction as a mediation between micro banking image, customer relationship and customer loyalty. Management Science Letters, 10(11), 2561–2570. https://doi.org/10.5267/j.msl.2020.3.039 DOI: https://doi.org/10.5267/j.msl.2020.3.039
- 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 DOI: https://doi.org/10.1007/s11747-014-0403-8
- Herhausen, D., Kleinlercher, K., Verhoef, P. C., Emrich, O., & Rudolph, T. (2019). Loyalty formation for different customer journey segments. Journal of Retailing, 95(3), 9–29. https://doi.org/10.1016/j.jretai.2019.05.001 DOI: https://doi.org/10.1016/j.jretai.2019.05.001
- Huda, S.S.S.M., Saha, S., & Kabir, M. (2021). Influence of eCRM on customer satisfaction and customer loyalty: a study on Bangladesh’s fast food industry. International Journal of Electronic Customer Relationship Management, 13(1), 30–44. https://doi.org/10.1504/IJECRM.2021.10038537 DOI: https://doi.org/10.1504/IJECRM.2021.115607
- Izogo, E. E. (2017). Customer loyalty in telecom service sector: The role of service quality and customer commitment. The TQM Journal, 29(1), 19–36. https://doi.org/10.1108/TQM-10-2014-0089 DOI: https://doi.org/10.1108/TQM-10-2014-0089
- Kamal, M., Salam, M. A., Elnakib, I. (2021). Effect of E-CRM on port performance through customer satisfaction and customer loyalty: a case study of MENA region ports. International Journal of Business & Management Science, 7(4), 10–68. https://doi.org/10.53555/eijbms.v7i4.125 DOI: https://doi.org/10.53555/eijbms.v7i4.125
- Kampani, N., & Jhamb, D. (2020). Analyzing the role of e-CRM in managing customer relations: A critical review of the literature. Journal of Critical Review, 7(4), 221–226. https://doi.org/10.31838/jcr.07.04.41 DOI: https://doi.org/10.31838/jcr.07.04.41
- Kariman, A., Wahab, Z., Shihab, M. S., & Natalisa, D. (2022). The effect of E-CRM on customer loyalty with customer satisfaction as a mediation variable: A study of users of BNI Direct South Sumatra. International Research Journal of Management, IT and Social Sciences, 9(3), 375–385. https://doi.org/10.21744/irjmis.v9n3.2089 DOI: https://doi.org/10.21744/irjmis.v9n3.2089
- Karphammar, M., & Brettschneider, J. (2021). eCRM features and customer loyalty: A qualitative study within the video streaming industry [Student thesis]. DiVA. https://www.diva-portal.org/smash/record.jsf?pid=diva2:1574561
- Kasiri, L. A., Cheng, K. T. G., Sambasivan, M., & Sidin, S. M. (2017). Integration of standardization and customization: Impact on service quality, customer satisfaction, and loyalty. Journal of Retailing and Consumer Services, 35, 91–97. https://doi.org/10.1016/j.jretconser.2016.11.007 DOI: https://doi.org/10.1016/j.jretconser.2016.11.007
- Kaur, B. (2016). Electronic customer relationship management (E-CRM) in the banking industry in India [Guru Nanak Dev University]. http://shodhganga.infibnet.ac.in/handle.net/10603/169250
- Kawa, A., & Pisz, I. (2023). Logistics value in e-commerce and its impact on customer satisfaction, loyalty and online retailers' performance. The International Journal of Logistics Management, 35(2), 577–601. https://doi.org/10.1108/IJLM-08-2022-0320 DOI: https://doi.org/10.1108/IJLM-02-2023-0078
- Khan, M. B., & Khawaja, K. F. (2013). The relationship of E-CRM, customer satisfaction and customer loyalty. The moderating role of anxiety. Middle East Journal of Scientific Research, 16(4), 531–535. https://doi.org/10.5829/idosi.mejsr.2013.16.04.11568
- Kotler, Philip & Gary Armstrong. 2005. Dasar-dasar Pemasaran. Alih Bahasa Alexander Sindoro 7 Benyamin Malon. Jakarta: Prenhallindo.
- Krishna Burra, V., Ramakrishna, G., Murthy, B.G.K., SK, Shareef, J., Padmalatha, P.S.V., & SubbaRao, M. V. (2022). E-CRM influence on customer satisfaction and loyalty: an empirical survey on mobile phone consumers. Academy of Marketing Studies Journal, 26(4), 1–7.
- Kumar, J., & Rani, V. (2024). Investigating the dynamics of FinTech adoption: an empirical study from the perspective of mobile banking. Journal of Economic and Administrative Sciences. https://doi.org/10.1108/jeas-12-2023-0334 DOI: https://doi.org/10.1108/JEAS-12-2023-0334
- Kumar, P., & Mokha, A. K. (2020). A study on the relationship between electronic customer relationship management (E-CRM) and customer loyalty in the banking industry. Ramanujan International Journal of Business and Research, 5, 211–226. https://doi.org/10.51245/rijbr.v5i1.2020.224 DOI: https://doi.org/10.51245/rijbr.v5i1.2020.224
- Kumar, P., & Mokha, A. K. (2022). Electronic Customer Relationship Management (E-CRM) and Customer Loyalty: The Mediating Role of Customer Satisfaction in the Banking Industry. International Journal of E-Business Research, 18(1), 1–22. https://doi.org/10.4018/IJEBR.293292 DOI: https://doi.org/10.4018/IJEBR.293292
- Lee, J.-C., & Chen, X. (2022). Exploring users’ adoption intentions in the evolution of artificial intelligence mobile banking applications: the intelligent and anthropomorphic perspectives. International Journal of Bank Marketing, 40(4), 631–658. https://doi.org/10.1108/IJBM-08-2021-0394 DOI: https://doi.org/10.1108/IJBM-08-2021-0394
- Lee-Kelley, L., Gilbert, D., & Mannicom, R. (2003). How e-CRM can enhance customer loyalty. Marketing Intelligence & Planning, 21(4), 239–248. https://doi.org/10.1108/02634500310480121 DOI: https://doi.org/10.1108/02634500310480121
- Li, D., Peng, L., Zhang, G., Wang, F., Shi, Y. (2024). E-commerce live streaming impact analysis based on stimulus-organism response theory. International Journal of Autonomous and Adaptive Communications Systems, 17(6), 530–544. https://doi.org/10.1504/IJAACS.2024.142525 DOI: https://doi.org/10.1504/IJAACS.2024.142525
- Li, F., Lu, H., Hou, M., Cui, K., & Darbandi, M. (2021). Customer satisfaction with bank services: The role of cloud services, security, e-learning and service quality. Technology in Society, 64, 101487. https://doi.org/10.1016/j. techsoc.2020.101.487 DOI: https://doi.org/10.1016/j.techsoc.2020.101487
- Li, J., Zhang, S. Ao, W. (2023). Why is instant messaging not instant? Understanding users’ negative use behavior of instant messaging software. Computers in Human Behavior, 142, 107655. https://doi.org/10.1016/j.chb.2023.107655 DOI: https://doi.org/10.1016/j.chb.2023.107655
- Lin, B., & Shen, B. (2023). Study of Consumers’ Purchase Intentions on Community E-commerce Platform with the SOR Model: A Case Study of China’s “Xiaohongshu” App. Behavioral Sciences, 13(2). https://doi.org/10.3390/bs13020103 DOI: https://doi.org/10.3390/bs13020103
- Mang'unyi, E. E., Khabala, O. T., & Govender, K. K. (2018). Bank customer loyalty and satisfaction: The influence of virtual e-CRM. African Journal of Economic and Management Studies, 9(2), 250–265. https://doi.org/10.1108/AJEMS-08-2017-0183 DOI: https://doi.org/10.1108/AJEMS-08-2017-0183
- Marakanon, L., & Panjakajornsak, V. (2017). Perceived quality, perceived risk and customer trust affecting customer loyalty of environmentally friendly electronics products. Kasetsart Journal of Social Sciences, 38(1), 24–30. https://doi.org/10.1016/j.kjss.2016.08.012 DOI: https://doi.org/10.1016/j.kjss.2016.08.012
- MarkNtel Advisors. (n.d.). Malaysia Logistics Market Size & Share Analysis Report, 2030. MarkNtel Advisors. https://www.marknteladvisors.com/research-library/malaysia-logistics-market.html
- Mehrabian, A., & Russell, J. A. (1974). An Approach to Environmental Psychology. MIT Press.
- Miller, B. K., & Simmering, M. J. (2023). Attitude Toward the Color Blue: An Ideal Marker Variable. Organizational Research Methods, 26(3), 409-440. https://doi.org/10.1177/10944281221075361 DOI: https://doi.org/10.1177/10944281221075361
- Mohamed, S. M., Yehia, E., & Marie, M. (2022). Relationship between E-CRM, Service Quality, Customer Satisfaction, Trust, and Loyalty in the Banking Industry. Future Computing and Informatics Journal, 7(2), 51–74. https://doi.org/10.54623/fue.fcij.7.2.5 DOI: https://doi.org/10.54623/fue.fcij.7.2.5
- Mousavai, S. B., Abdul Hamid, A. B., Asgarpour, R., Jamshidy, M., & Gheysari, H. (2015). Enhancing guests' loyalty in luxury hotels through the hotel's ambience. International Journal of Engineering Research and Applications, 5(12), 125–148.
- Mulyono, H., & Situmorang, S. H. (2018). E-CRM and loyalty: A mediation Effect of Customer Experience and satisfaction in online transportation in Indonesia. Academic Journal of Economic Studies, 4(3), 96–105.
- Nikou, S.H., Selamat, H.B., Yusoff, R.C.M., & Khiabani, M.M. (2016). Electronic customer relationship management, customer satisfaction, and customer loyalty: A comprehensive review study. International journal of management and economics invention, 2(12), 1133-1144. https://doi.org/10.18535/ijmei/v2i12.02 DOI: https://doi.org/10.18535/ijmei/v2i12.02
- Nyadzayo, M. W., & Khajehzadeh, S. (2016). The antecedents of customer loyalty: A moderated mediation model of customer relationship management quality and brand image. Journal of Retailing and Consumer Services, 30, 262–270. https://doi.org/10.1016/j.jretconser.2016.02.002 DOI: https://doi.org/10.1016/j.jretconser.2016.02.002
- Pandita, S., Mishra, H. G., & Chib, S. (2021). Psychological impact of COVID-19 crises on students through the lens of the Stimulus-Organism-Response (SOR) model. Children and Youth Services Review, 120, Article 105783. https://doi.org/10.1016/j.childyouth.2020.105783 DOI: https://doi.org/10.1016/j.childyouth.2020.105783
- Paparoidamis, N. G., Katsikeas, C. S., & Chumpitaz, R. (2019). The role of supplier performance in building customer trust and loyalty: A cross-country examination. Industrial Marketing Management, 78, 183–197. https://doi.org/10.1016/j.indmarman.2017.02.005 DOI: https://doi.org/10.1016/j.indmarman.2017.02.005
- 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 DOI: https://doi.org/10.1037/0021-9010.88.5.879
- Popli, G., and Rao, D.N. (2009). Customer relationship management in Indian banks. Retrieved from SSRN: https://ssrn.com/abstract=1373592 or http://dx.doi.org/10.2139/ssrn.1373592. DOI: https://doi.org/10.2139/ssrn.1373592
- Preacher, K. J., & Hayes, A. F. (2004). SPSS and SAS procedures for estimating indirect effects in simple mediation models. Behavior Research Methods, Instruments, & Computers, 36(4), 717–731. https://doi.org/10.3758/BF03206553 DOI: https://doi.org/10.3758/BF03206553
- Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879–891. https://doi.org/10.3758/BRM.40.3.879 DOI: https://doi.org/10.3758/BRM.40.3.879
- Rafiki, A., Putra Nasution, M. D. T., Rossanty, Y. (2024). CRM impact on customer satisfaction in Islamic-based hotels: exploring a mediation model. Journal of Islamic Marketing, 15(12), 3425–3444. https://doi.org/10.1108/JIMA-08-2023-0265 DOI: https://doi.org/10.1108/JIMA-08-2023-0265
- Ringle, C.M., Wende, S., & Becker, J.-M. (2024). SmartPLS Release: 4. https://www.smartpls.com
- Sasono, I., Suroso, & Novitasari, D. (2021). A study on the relationship of E-marketing, E-CRM, and E-loyalty: Evidence from Indonesia. International Journal of Data and Network Science, 5(2), 115–120. https://doi.org/10.5267/j.ijdns.2021.2.003 DOI: https://doi.org/10.5267/j.ijdns.2021.2.003
- Sautter, P., Hyman, M. R., & Lukosius, V. (2004). E-tail atmospherics: A critique of the literature and model extension. J. Electron. Commerce Res., 5(1), 14–24. http://www.csulb.edu/web/journals/jecr/issues/20041/Paper2.pdf
- Schirmer, N., Ringle, C. M., Gudergan, S. P., & Feistel, M. S. (2018). The link between customer satisfaction and loyalty: The moderating role of customer characteristics. Journal of Strategic Marketing, 26(4), 298–317. https://doi.org/10.1080/0965254X.2016.1240214 DOI: https://doi.org/10.1080/0965254X.2016.1240214
- Shastri, S., Sharma, R., & Sethi, V. (2020). An empirical study on the influence of e-CRM on customer loyalty in the banking sector. International Journal of Public Sector Performance Management, 6(5), 642–652. https://doi.org/10.1504/IJPSPM.2020.110135 DOI: https://doi.org/10.1504/IJPSPM.2020.110135
- Sheng, T., & Liu, C. (2010). An empirical study on the effect of e?service quality on online customer satisfaction and loyalty. Nankai Business Review International, 1(3), 273–283. https://doi.org/10.1108/20408741011069205 DOI: https://doi.org/10.1108/20408741011069205
- 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 DOI: https://doi.org/10.1108/EJM-02-2019-0189
- Sleimi, M., Musleh, M., & Qubbaj, I. (2020). E-Banking services quality and customer loyalty: The moderating effect of customer service satisfaction: Empirical evidence from the UAE banking sector. Management Science Letters, 10(15), 3663–3674. https://doi.org/10.5267/j.msl.2020.6.027 DOI: https://doi.org/10.5267/j.msl.2020.6.027
- So, K. K. F., King, C., Sparks, B. A., & Wang, Y. (2016). The role of customer engagement in building consumer loyalty to tourism brands. Journal of Travel Research, 55(1), 64–78. https://doi.org/10.1177/0047287514541008 DOI: https://doi.org/10.1177/0047287514541008
- Srivastava, M., & Rai, A. K. (2013). Investigating the mediating effect of customer satisfaction in the service quality - customer loyalty relationship. Journal of Consumer Satisfaction, Dissatisfaction and Complaining Behavior, 26, 95–109. http://journalconsumersatisfaction.weebly.com/
- Stathopoulou, A., & Balabanis, G. (2016). The effects of loyalty programs on customer satisfaction, trust, and loyalty toward high-and low-end fashion retailers. Journal of Business Research, 69(12), 5801–5808. https://doi.org/10.1016/j.jbusres.2016.04.177 DOI: https://doi.org/10.1016/j.jbusres.2016.04.177
- Sunny, E.-E., & Abolaji, O. (2016). Electronic Customer Relationship Management (E-CRM) & Marketing Performance: Empirical Evidence from Nigeria Telecom Sector. British Journal of Economics, Management & Trade, 11(1), 1–14. https://doi.org/10.9734/bjemt/2016/19924 DOI: https://doi.org/10.9734/BJEMT/2016/19924
- Syaifullah, M. H., Pebrianti, W., Afifah, N., Juniwati, & Jaya, A. (2024). The influence of electronic customer relationship management on customer loyalty with customer satisfaction and customer experience as mediators. Jurnal Ekonomi, 13(1), 215–227. https://doi.org/10.54209/ekonomi.v13i01 DOI: https://doi.org/10.54209/ekonomi.v13i01
- Tabrani, M., Amin, M., & Nizam, A. (2018). Trust, commitment, customer intimacy and customer loyalty in Islamic banking relationships. International Journal of Bank Marketing, 36(5), 823–848. https://doi.org/10.1108/IJBM-03-2017-0054 DOI: https://doi.org/10.1108/IJBM-03-2017-0054
- Tahir, H. S. (2020). Antecedents of customer satisfaction in e-service transactions. International Journal of Innovation, Creativity and Change, 11(2), 363–379.
- Taylor, S., & Hunter, G. (2002). The impact of loyalty with e-CRM software and e-services. International Journal of Service Industry Management, 13(5), 452–474. https://doi.org/10.1108/09564230210447931 DOI: https://doi.org/10.1108/09564230210447931
- Tseng, F. C., Cheng, T. C. E., Li, K., & Teng, C. I. (2017). How does media richness contribute to customer loyalty to mobile instant messaging? Internet Research, 27(3), 520–537. https://doi.org/10.1108/IntR-06-2016-0181 DOI: https://doi.org/10.1108/IntR-06-2016-0181
- Upadhyaya, M. (2020). Analysis of E-CRM, service quality and brand trust relationship with student satisfaction. Humanities & Social Sciences Reviews, 8(1), 227–232. https://doi.org/10.18510/hssr.2020.8132 DOI: https://doi.org/10.18510/hssr.2020.8132
- 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 DOI: https://doi.org/10.1108/TQM-10-2022-0298
- Wolter, J. S., Bock, D., Smith, J. S., & Cronin, J. J., Jr, (2017). Creating ultimate customer loyalty through loyalty conviction and customer-company identification. Journal of Retailing, 93(4), 458–476. https://doi.org/10.1016/j.jretai.2017.08.004 DOI: https://doi.org/10.1016/j.jretai.2017.08.004
- Younis, J. A., Al-Shammari, H., Hejase, H. J., Massoud, M., & Hejase, A. J. (2024). E-satisfaction as a mediator between consumer loyalty and E-CRM: The context of Lebanese ecommerce. International Journal of Innovative Research and Scientific Studies, 7(3), 978–996. https://doi.org/10.53894/ijirss.v7i3.2987 DOI: https://doi.org/10.53894/ijirss.v7i3.2987
- Younis, A., Pham, H., & Ahammad, M. (2025). The effect of e-CRM components on e-loyalty mediated by e-satisfaction toward e-commerce. Asia Pacific Journal of Marketing and Logistics, 37(3), 612–635. https://doi.org/10.1108/APJML-03-2025-0513 DOI: https://doi.org/10.1108/APJML-03-2025-0513
- Zahro, T. S., & Miranti, T. (2024). The influence of service quality and relationship quality on customer loyalty through customer satisfaction with gender as a moderation variable. Jurnal Tabarru': Islamic Banking and Finance, 7(1), 310–324. https://doi.org/10.25299/JTB.2024.VOL7(1).16341 DOI: https://doi.org/10.25299/jtb.2024.vol7(1).16341
- Zhang, G., Yue, X., Ye, Y., & Peng, M. Y. P. (2021). Understanding the Impact of the Psychological Cognitive Process on Student Learning Satisfaction: Combination of the Social Cognitive Career Theory and SOR Model. Frontiers in Psychology, 12(August). https://doi.org/10.3389/fpsyg.2021.712323 DOI: https://doi.org/10.3389/fpsyg.2021.712323
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Copyright (c) 2026 Dr. Soo-Cheng Chuah, Chai-Li Cheam, Jiang Lu, Roslilee Ab Halim, Fei Wan (Author)

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Keywords
- e-CRM Search this journal for e-CRM (opens in a new tab)
- Customer Loyalty Search this journal for Customer Loyalty (opens in a new tab)
- Customer Satisfaction Search this journal for Customer Satisfaction (opens in a new tab)
- Logistics Service Providers Search this journal for Logistics Service Providers (opens in a new tab)
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Vol. 18 No. 3(I) (2026)
Digital Transformation, Sustainability & Learning Innovation
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