ES-QUAL model and customer satisfaction in online banking: evidence from multivariate analysis techniques
Abstract
Research background: The commercial banks are adopting online services for their transactions to stay competitive and fulfill the customers' needs. There is a dire need to satisfy online customers in a competitive environment. Thus, this paper employed the ES-QUAL model and two mediating variables and outlined the recommendations to the management of the online banking industry to develop effective strategies.
Purpose of the article: The undertaken research aimed to examine the electronic banking service quality and customer satisfaction. For this purpose, we employed the ES-QUAL model and examined the direct impact of ES-QUAL dimensions and customer?s satisfaction. The secondary task of this paper is to investigate the mediation effect of customer's trust and the perceived value in an association between the ES-QUAL model and customer satisfaction. Finally, we examine and check whether customer satisfaction translates into the business performance of commercial banks or not.
Methods: To achieve the overall goal of this research, SEM-based multivariate approach has been used, including confirmatory factor analysis, exploratory factor analysis, and multiple approaches (normal theory, and bootstrapping) to examine the moderation between the exogenous and endogenous variables. For the validation of hypotheses and results, a financial analysis has been performed simultaneously with the primary analysis. The research is done for a sample of 910 respondents of the account holders of five top commercial banks of Pakistan.
Findings & Value added: The outcomes of the direct investigation revealed an affirmative, and potent impact of ES-QUAL dimensions on customer?s satisfaction. The outcomes of the indirect relationship exhibited that the perceived value and trust mediate ES-QUAL dimensions and customer satisfaction. The secondary data of selected five commercial banks and ratios analysis validated the results of the ES-QUAL model, and it is concluded that the results are linear with the outcomes of customers' satisfaction of primary analysis.
Keywords
ES-QUAL model, customer satisfaction, financial performance, Internet banking, normal theory method, bootstrapping method, Structural Equation Modeling
References
- Ahmad, A. E. M. K., & Al-Zubi, H. A. (2011). E-banking functionality and outcomes of customer satisfaction: an empirical investigation. International Journal of Market Studies, 3(1). doi: 10.5539/ijms.v3n1p50. DOI: https://doi.org/10.5539/ijms.v3n1p50
View in Google Scholar - Ahmed, R. R, Salman, F., Malik, S. A., Štreimikienė, D., Soomro, R. H., & Pahi, M. H. (2020). Smartphone use and academic performance of university students: a mediation and moderation analysis. Sustainability, 12(1). doi: 10.3390/su12010439. DOI: https://doi.org/10.3390/su12010439
View in Google Scholar - Ahmed, R. R., Vveinhardt, J., Štreimikienė, D., Ashraf, M., & Channar, Z. A. (2017). Modified SERVQUAL model and effects of customer attitude and technology on customer satisfaction in banking industry: mediation, moderation and conditional process analysis. Journal of Business Economics and Management, 18(5). doi: 10.3846/16111699.2017.1368034. DOI: https://doi.org/10.3846/16111699.2017.1368034
View in Google Scholar - Al-Hawari, M., & Ward, T. (2006). The effect of automated service quality on Australian banks' financial performance and the mediating role of customer satisfaction. Marketing Intelligence & Planning, 24(2). doi: 10.1108/0263450061 0653991. DOI: https://doi.org/10.1108/02634500610653991
View in Google Scholar - Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modeling in practice: a review and recommended two-step approach. Psychological Bulletin, 103(3). doi: 10.1037//0033-2909.103.3.411. DOI: https://doi.org/10.1037/0033-2909.103.3.411
View in Google Scholar - Ba, S. (2001). Establishing online trust through a community responsibility system. Decision Support System, 31(3). doi: 10.1016/s0167-9236(00)00144-5. DOI: https://doi.org/10.1016/S0167-9236(00)00144-5
View in Google Scholar - Balakrishnan, N., Barmalzan, G., & Haidari, A. (2016). Multivariate stochastic comparisons of multivariate mixture models and their applications. Journal of Multivariate Analysis, 145. doi: 10.1016/j.jmva.2015.11.013. DOI: https://doi.org/10.1016/j.jmva.2015.11.013
View in Google Scholar - Bauer, H. H., Hammerschmidt, M., & Falk, T. (2005). Measuring the quality of e-banking portals. International Journal of Bank Marketing, 23(2). doi: 10.1108/02652320510584395. DOI: https://doi.org/10.1108/02652320510584395
View in Google Scholar - Birgelen, M., Wetzels, M., & de Ruyter, K. (1997). Commitment in service relationships: an empirical test of its antecedents and consequences. In The EMAC Conference Proceedings May 20-23. University of Warwick.
View in Google Scholar - Boddewyn, J. J., & Iyer, G. R. (1999). International business research: beyond Deja Vu? Management International Review, 39(2). doi: 10.1007/978-3-322-90991-6_9. DOI: https://doi.org/10.1007/978-3-322-90991-6_9
View in Google Scholar - Bollen, K. A. (1989), Structural equations with latent variables. New York: John Wiley & Sons, Inc. doi: 10.1002/9781118619179. DOI: https://doi.org/10.1002/9781118619179
View in Google Scholar - Burt, R. S. (1976). Interpreting confounding of unobserved variables in structural equations models. Sociological Methods & Research. 5(1). doi: 10.1177/00491 2417600500101. DOI: https://doi.org/10.1177/004912417600500101
View in Google Scholar - Byrne, B. M. (2009). Structural Equation Modeling with AMOS, basic concepts, application and programming.New Jersey: La Erlbaum Associates. doi: 10.4324/9780203805534. DOI: https://doi.org/10.4324/9780203805534
View in Google Scholar - Caruana, A. (2002). Service loyalty - the effects of service quality and mediating role of customer satisfaction. European Journal of Marketing, 36(7/8). doi: 10.1108/03090560210430818. DOI: https://doi.org/10.1108/03090560210430818
View in Google Scholar - Chang, H. H., Wang, Y. H., & Yang, W. Y. (2009). The impact of e-service quality, customer satisfaction and loyalty on e-marketing: moderating effect of perceived value. Total Quality Management & Business Excellence, 20(4). doi: 10.1080/14783360902781923. DOI: https://doi.org/10.1080/14783360902781923
View in Google Scholar - Chen, P. Y., & Hitt, L. M. (2002). Measuring switching costs and their determinants in internet enabled businesses: a study of the online brokerage industry. Information Systems Research, 13(3). doi: 10.1287/isre.13.3.255.78. DOI: https://doi.org/10.1287/isre.13.3.255.78
View in Google Scholar - Cronin, J. J., & Taylor, S. A. (1992). Measuring service quality: a re-examination and extensions. Journal of Marketing, 56(3). doi: 10.2307/1252296. DOI: https://doi.org/10.2307/1252296
View in Google Scholar - Devaraj, S., Fan, M., & Kohli, R. (2002). Antecedents of B2C channel satisfaction and preference: validating ecommerce metrics. Information System Research, 13(3). doi: 10.1287/isre.13.3.316.77. DOI: https://doi.org/10.1287/isre.13.3.316.77
View in Google Scholar - Dimitriadis, S., Kouremenos, A., & Kyrezis, N. (2011). Trust-based segmentation: preliminary evidence from technology-enabled bank channels. International Journal of Bank Marketing, 29(1). doi: 10.1108/02652321111101356. DOI: https://doi.org/10.1108/02652321111101356
View in Google Scholar - Dodds, W. B., & Monroe, K. B. (1985). The effect of brand and price information on subjective product evaluations. Advances in Consumer Research, 12(1).
View in Google Scholar - Evanschitzky, H., Iyer, G. R., Hesse, J., & Ahlert, D. (2004). E-satisfaction: a re-examination. Journal of Retailing, 80(3). doi: 10.1016/j.jretai.2004.08.002. DOI: https://doi.org/10.1016/j.jretai.2004.08.002
View in Google Scholar - Fisk, R. P., Brown, S. W., & Bitner, M. J. (1993). Tracking the evolution of the services marketing literature. Journal of Retailing, 69(1). doi: 10.1016/s0022-4359(05)80004-1. DOI: https://doi.org/10.1016/S0022-4359(05)80004-1
View in Google Scholar - Fornell, C., & Larcker, D. F (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1). doi: 10.1177/002224378101800104. DOI: https://doi.org/10.2307/3151312
View in Google Scholar - Gardener, E., Howcroft, B., & Williams, J. (1999). The new retail banking revolution. Services Industries Journal, 19(2). doi: 10.1080/02642069900000020. DOI: https://doi.org/10.1080/02642069900000020
View in Google Scholar - Godwin, J. U., Kallol, K. B., & Peeter, J. K. (2010). An assessment of customers’ e-service quality perception, satisfaction and intention. International Journal of Information Management, 30(6). doi: 10.1016/j.ijinfomgt.2010.03.005. DOI: https://doi.org/10.1016/j.ijinfomgt.2010.03.005
View in Google Scholar - Grönroos, C. (1984). A service quality model and its market implications. European Journal of Marketing, 18(4). doi: 10.1108/eum0000000004784. DOI: https://doi.org/10.1108/EUM0000000004784
View in Google Scholar - Grönroos, C. (1998). Marketing services: the case of a missing product. Journal of Business & Industrial Marketing, 13(4/5). doi: 10.1108/08858629810226645. DOI: https://doi.org/10.1108/08858629810226645
View in Google Scholar - Grönroos, C. (2001). Service management and marketing: a customer relationship marketing approach. Wiley: New York, NY.
View in Google Scholar - Hayes, A. F. (2013). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. New York: Guilford Press.
View in Google Scholar - Hsieh, Y. C., & Hiang, S. T. (2004). A study of the impacts of service quality on relationship quality in search-experience-credence services. Total Quality Management, 15(1). doi: 10.1080/1478336032000149090. DOI: https://doi.org/10.1080/1478336032000149090
View in Google Scholar - Huang, J. H., Lee, B. C. Y., & Ho, S. H. (2004). Consumer attitude toward grey market goods. International Marketing Review, 21(6). doi: 10.1108/02651330 410568033. DOI: https://doi.org/10.1108/02651330410568033
View in Google Scholar - Hussain, S., Qazi, S., Ahmed, R. R., Vveinhardt, J., & Štreimikienė D. (2019). Innovative user engagement and playfulness on adoption intentions of technological products: evidence from SEM-based multivariate approach. Economic Research-Ekonomska Istraživanja, 32(1). doi: 10.1080/1331677X.2018.155 8086. DOI: https://doi.org/10.1080/1331677X.2018.1558086
View in Google Scholar - Ibrahim, E. E., Joseph, M., & Ibeh, K. I. N. (2006). Customers' perception of electronic service delivery in the UK retail banking sector. International Journal of Bank Marketing, 24(7). doi: 10.1108/02652320610712094. DOI: https://doi.org/10.1108/02652320610712094
View in Google Scholar - Jayawardhena, C. (2004). Personal values’ influence on e-shopping attitude and behaviour. Internet Research, 14(2). doi: 10.1108/10662240410530844. DOI: https://doi.org/10.1108/10662240410530844
View in Google Scholar - Jun, M., & Cai, S. (2001). The key determinants of Internet banking service quality: a content analysis. International Journal of Bank Marketing, 19(7). doi: 10.1108/02652320110409825. DOI: https://doi.org/10.1108/02652320110409825
View in Google Scholar - Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39(1). doi: 10.1007/bf02291575. DOI: https://doi.org/10.1007/BF02291575
View in Google Scholar - Kassim, N., & Abdullah, N. A. (2010). The effect of perceived service quality dimensions on customer satisfaction, trust, and loyalty in e-commerce settings: a cross-cultural analysis. Asia Pacific Journal of Marketing and Logistics, 22(3). DOI: https://doi.org/10.1108/13555851011062269
View in Google Scholar - Kenova, V., & Jonasson, P. (2006). Quality online banking services. Technical Report. Jonkoping International Business School.
View in Google Scholar - Khalifa, M., & Liu, V. (2002). Satisfaction with Internet-based services: the role of expectations and desires. International Journal of Electronic Commerce, 7(2). doi: 10.1080/10864415.2002.11044267. DOI: https://doi.org/10.1080/10864415.2002.11044267
View in Google Scholar - Khan, M. S., Mahapatra, S. S., & Sreekumar. (2009). Service quality evaluation in Internet banking: an empirical study in India. International Journal of Indian Culture and Business Management, 2(1). doi: 10.1504/ijicbm.2009.021596. DOI: https://doi.org/10.1504/IJICBM.2009.021596
View in Google Scholar - Kline, T. J. B., Sulsky, L. M., & Rever-Moriyama, S. D. (2000). Common method variance and specification errors: a practical approach to detection. Journal of Psychology, 134(4). doi: 10.1080/00223980009598225. DOI: https://doi.org/10.1080/00223980009598225
View in Google Scholar - Lee, H., Choi, S. Y., & Kang, Y. S. (2009). Formation of e-satisfaction and repurchase intention: moderating roles of computer self-efficacy and computer anxiety. Expert Systems with Applications, 36(4). doi: 10.1016/j.eswa.2008.11.005. DOI: https://doi.org/10.1016/j.eswa.2008.11.005
View in Google Scholar - Leech, N. L., Barrett, K. C., & Morgan, G. A. (2011). SPSS for intermediate statistics: use and interpretation. Lawrence Erlbaum Association Inc. doi: 10.4324 /9780203821848. DOI: https://doi.org/10.4324/9780203821848
View in Google Scholar - Leverin, A., & Liljander, V. (2006). Does relationship marketing improve customer relationship satisfaction and loyalty? International Journal of Bank Marketing, 24(4). doi: 10.1108/02652320610671333. DOI: https://doi.org/10.1108/02652320610671333
View in Google Scholar - Lin, C. C. (2003). A critical appraisal of customer satisfaction and ecommerce. Managerial Auditing Journal, 18(3). doi: 10.1108/0268690031046 9952. DOI: https://doi.org/10.1108/02686900310469952
View in Google Scholar - MacCallum, R. C., Widaman, K., Zhang, S., & Hong, S. (1999). Sample size in factor analysis. Psychological Methods, 4(1). doi: 10.1037/1082-989X.4.1.84. DOI: https://doi.org/10.1037/1082-989X.4.1.84
View in Google Scholar - Mahajan, V., Srinivasan, R., & Wind, J. (2002). The Dot.Com retail failures of 2000: were there any winners? Journal of the Academy of Marketing Science, 30(4). doi: 10.1177/009207002236919. DOI: https://doi.org/10.1177/009207002236919
View in Google Scholar - Malhotra, P., & Singh, B. (2004). Status of Internet banking in India. Management Accountant, 39(11).
View in Google Scholar - Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995). An integrative model of organizational trust. Academy of Management Review, 20(3). doi: 10.5465/amr. 1995.9508080335. DOI: https://doi.org/10.2307/258792
View in Google Scholar - Methlie, L., & Nysveen, H. (1999). Loyalty of on-line bank customers. Journal of Information technology, 14(4). doi: 10.1080/026839699344485. DOI: https://doi.org/10.1177/026839629901400406
View in Google Scholar - Meyers, L. S., Gamst, G., & Guarino, A. (2006). Applied multivariate research: design and interpretation. London: Sage Publications, Inc.
View in Google Scholar - Mishra, A. A. (2016). The role of customer gratitude in relationship marketing: moderation and model validation. Journal of Strategic Marketing, 24(6). doi: 10.1080/0965254x.2016.1148762. DOI: https://doi.org/10.1080/0965254X.2016.1148762
View in Google Scholar - Morgan, R. M., & Hunt, S. D. (1994). The commitments trust theory of relationship marketing. Journal of Marketing, 58(3). doi: 10.2307/1252308. DOI: https://doi.org/10.2307/1252308
View in Google Scholar - Noel, Y. M., & Siu, J. C. W. (2005). Measuring service quality in Internet banking: the case of Hong Kong. Journal of International Consumer Marketing, 17(4). doi: 10.1300/j046v17n04_06. DOI: https://doi.org/10.1300/J046v17n04_06
View in Google Scholar - Palvia, P. (2009). The role of trust in e-commerce relational exchange: a unified model. Information & Management, 46(4). doi: 10.1016/j.im.2009.02.003. DOI: https://doi.org/10.1016/j.im.2009.02.003
View in Google Scholar - Parasuraman, A., & Zeithaml, V. A. (2002). Measuring and improving service quality: a literature review and research agenda. In B. Weitz (Ed.). Handbook of marketing. Thousand Oaks, CA: Sage. DOI: https://doi.org/10.4135/9781848608283.n15
View in Google Scholar - Parasuraman, A., Zeithaml, V. A., & Berry, L. L. (1985). A conceptual model of service quality and its implications for future research. Journal of Marketing, 49(4). doi: 10.1177/002224298504900403. DOI: https://doi.org/10.2307/1251430
View in Google Scholar - 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).
View in Google Scholar - 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). doi: 10.1177/1094670504271156. DOI: https://doi.org/10.1177/1094670504271156
View in Google Scholar - Patterson, P. G., & Spreng, R. A. (1997). Modeling the relationship between perceived value, satisfaction and repurchase intentions in a business-to-business, services context: an empirical examination. International Journal of service Industry management, 8(5). doi: 10.1108/09564239710189835. DOI: https://doi.org/10.1108/09564239710189835
View in Google Scholar - Polatoglu, V. N., & Ekin, S. (2001). An empirical investigation of the Turkish consumers' acceptance of Internet banking services. International Journal of Bank Marketing, 19(4). doi: 10.1108/02652320110392527. DOI: https://doi.org/10.1108/02652320110392527
View in Google Scholar - Ribbink, D., van Riel, A. C. R, Liljander V., & Streukens, S. (2004). Comfort your online customer: quality, trust and loyalty on the Internet. Managing Service Quality, 14(6). doi: 10.1108/09604520410569784. DOI: https://doi.org/10.1108/09604520410569784
View in Google Scholar - Rodgers, W., Negash, S., & Suk, K. (2005). The moderating effect of on-line experience on the antecedents and consequences of on-line satisfaction. Psychology & Marketing, 22(4). doi: 10.1002/mar.20061. DOI: https://doi.org/10.1002/mar.20061
View in Google Scholar - Rutherford, G. S. W., Hair, J. F., Anderson, R. E., & Tatham, R. L. (1988). Multivariate data analysis. Statistician, 37(4/5). doi: 10.2307/2348783. DOI: https://doi.org/10.2307/2348783
View in Google Scholar - Ryu, E. (2014). Model fit evaluation in multilevel structural equation models, Journal Frontiers in Psychology, 5. doi: 10.3389/fpsyg.2014.00081. DOI: https://doi.org/10.3389/fpsyg.2014.00081
View in Google Scholar - Santos, J. (2003). E-service quality: a model of virtual service quality dimensions. Managing Service Quality. 13(3). doi: 10.1108/09604520310476490 DOI: https://doi.org/10.1108/09604520310476490
View in Google Scholar - Schaupp, L., & Bélanger, F. (2005). A conjoint analysis of online consumer satisfaction. Journal of Electronic Consumer Research, 6(2).
View in Google Scholar - Shadman, A. (2016). Banking transactions rise by 5% in the Q2 2015-16. Retrieved from https://propakistani.pk/2016/04/26/mobile-banking-transactions-rise-by-5-in-the-q2-2015-16/.
View in Google Scholar - Shankar, V., Smith, A. K., & Rangaswamy, A. (2003). Customer satisfaction and loyalty in online and offline environments. International Journal of Research in Marketing, 20(2). doi: 10.1016/s0167-8116(03)00016-8. DOI: https://doi.org/10.1016/S0167-8116(03)00016-8
View in Google Scholar - Siam, A. Z. (2006). Role of the electronic banking services on the profits of Jordanian banks. American Journal of Applied Science, 3(9). doi: 10.3844/ajassp. 2006.1999.2004. DOI: https://doi.org/10.3844/ajassp.2006.1999.2004
View in Google Scholar - Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in Structural Equation Models. Sociological Methodology, 13. doi: 10.2307/270723. DOI: https://doi.org/10.2307/270723
View in Google Scholar - Sobel, M. E. (1986). Some new results on indirect effects and their standard errors in covariance structure. Sociological Methodology, 16. doi: 10.2307/270922. DOI: https://doi.org/10.2307/270922
View in Google Scholar - Sohail, M. S., & Shaikh, N. M. (2008). Internet banking and quality of service: perspectives from a developing nation in the Middle East. Online Information Review, 32(1). doi: 10.1108/14684520810865985. DOI: https://doi.org/10.1108/14684520810865985
View in Google Scholar - Sun, Q., Wang, C., & Cao, H. (2009). Applying ES-QUAL scale to analysis the factors affecting consumers to use Internet banking services. In Proceeding IITA international conference on services science, management and engineering (SSME'09), July. IEEE. doi: 10.1109/ssme.2009.41. DOI: https://doi.org/10.1109/SSME.2009.41
View in Google Scholar - Sweeney, J. C., & Soutar, G. N. (2001). Consumer perceived value: the development of a multiple item scale. Journal of Retailing, 77(2). doi: 10.1016/s0022-4359(01)00041-0. DOI: https://doi.org/10.1016/S0022-4359(01)00041-0
View in Google Scholar - Szymanski, D. M., & Hise, R. T. (2000). E-satisfaction: an initial examination, Journal of Retailing, 76(3). doi: 10.1016/s0022-4359(00)00035-x. DOI: https://doi.org/10.1016/S0022-4359(00)00035-X
View in Google Scholar - Vinayek, R., & Jindal, P. (2011). An empirical investigation of key antecedents of customer preference of Internet banking in Indian context. Asia Pacific Business Review, 7(3). doi: 10.1177/097324701100700306. DOI: https://doi.org/10.1177/097324701100700306
View in Google Scholar - Wolfinbarger, M. F., & Gilly, M. C. (2003). ETAILQ: dimensionalizing, measuring, and predicting E-tailing quality, Journal of Retailing, 79(3). doi: 10.1016/s0022-4359(03)00034-4. DOI: https://doi.org/10.1016/S0022-4359(03)00034-4
View in Google Scholar - Wu, Y. L., Chang, M. C. S., Yang, P. C., & Chen, Y. J. (2008). The use of E-SQ to establish the Internet bank service quality table. In Proceeding IEEE international conference on industrial engineering and engineering management. 2008. doi: 10.1109/ieem.2008.4738110. DOI: https://doi.org/10.1109/IEEM.2008.4738110
View in Google Scholar - Yen, C. H., & Lu, H. P. (2008). Effects of e-service quality on loyalty intention: an empirical study in online auction. Managing Service Quality, 18(2). doi: 10.1108/09604520810859193. DOI: https://doi.org/10.1108/09604520810859193
View in Google Scholar - Yousafzai, S., Pallister, J., & Foxall, G. (2009). Multidimensional role of trust in Internet banking adoption. Service Industries Journal, 29(5). doi: 10.1080/ 02642060902719958. DOI: https://doi.org/10.1080/02642060902719958
View in Google Scholar - Zeithaml, V. A. (2002). Service excellence in electronic channels. Managing Service Quality: An International Journal, 12(3). doi: 10.1108/096045202 10429187. DOI: https://doi.org/10.1108/09604520210429187
View in Google Scholar - Zeithaml, V. A., Parasuraman, A., & Malhotra, A. (2002). Service quality delivery through web sites: a critical review of extant knowledge. Journal of Academy of Marketing Science, 30(4). doi: 10.1177/009207002236911. DOI: https://doi.org/10.1177/009207002236911
View in Google Scholar