Developing a Customer Behavior Model in the Iraqi Banking Industry with an Emphasis on Digital Transformation
Keywords:
Digital transformation, digital service quality, customer experience, customer satisfaction, customer loyaltyAbstract
The present study aimed to examine the impact of digital transformation on digital service quality, customer experience, customer satisfaction, and customer loyalty in Iraqi banks and to develop a model explaining the relationships among these constructs. This applied study employed a descriptive-survey design. The statistical population consisted of customers of Iraqi banks who used digital banking services, from whom 200 respondents were selected through convenience sampling. Data were collected using a standardized questionnaire based on a five-point Likert scale measuring digital transformation, digital service quality, customer experience, customer satisfaction, and customer loyalty. Reliability and validity were confirmed through Cronbach’s alpha, composite reliability, and average variance extracted indices. Structural equation modeling (SEM) using SmartPLS software was employed to test the research hypotheses and evaluate the measurement and structural models. The results indicated that digital transformation had a positive and significant effect on digital service quality (β=0.401, t=7.218, p<0.001) and customer experience (β=0.365, t=5.718, p<0.001). Digital transformation also exerted a direct positive effect on customer satisfaction (β=0.358, t=6.684, p<0.001). Furthermore, digital service quality (β=0.253, t=4.944, p<0.001) and customer experience (β=0.411, t=8.826, p<0.001) significantly enhanced customer satisfaction. Customer satisfaction demonstrated the strongest influence on customer loyalty (β=0.547, t=12.535, p<0.001). In addition, all endogenous constructs showed Q² values above 0.35, indicating strong predictive relevance of the proposed model. The findings suggest that digital transformation enhances customer loyalty indirectly through improving digital service quality, customer experience, and customer satisfaction. Consequently, investments in digital infrastructure, transaction security, online service development, and user-centered service design can substantially strengthen customer satisfaction and loyalty while improving the overall competitiveness and performance of Iraqi banks.
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Abror, A., Patrisia, D., Engriani, Y., Noor, N. M. B. M., Omar, M. W., Hafizh, M. A., & Linda, M. R. (2023). Antecedents of customer value co-creation in Islamic banking: The role of religiosity, perceived value and behavioral factors. Cogent Business & Management, 10(3). https://doi.org/10.1080/23311975.2023.2259577
Ashrafuzzaman, M., Parveen, R., Sumiya, M. A., & Rahman, A. (2025). AI-powered personalization in digital banking: A review of customer behavior analytics and engagement. American Journal of Interdisciplinary Studies, 6(1), 40-71. https://doi.org/10.63125/z9s39s47
Cui, X., & Xu, J. (2022). Understanding the E-Banking Channel Selection Behavior of Elderly Customers: A Small-World Network Perspective. Journal of Organizational and End User Computing (JOEUC), 34(6), 1-21. https://doi.org/10.4018/JOEUC.300765
Ebrahimi, A., & Aali, S. (2020). Investigating the Impact of Relationship Quality on Customers' Behavioral Responses at Different Stages of the Customer Relationship Life Cycle (Case Study: Tabriz Agriculture Bank). Business Management Quarterly, 8(3), 503-528.
Hafez, M. (2021). The impact of social media marketing activities on brand equity in the banking sector in Bangladesh: the mediating role of brand love and brand trust. International Journal of Bank Marketing, 39(7), 1353-1376. https://doi.org/10.1108/IJBM-02-2021-0067
Hossain, A., Humayun K. Chowdhury, M., Hasan, S., Shamsuzzaman, M., Fahim, A. Y., & Yusuf H. Khan, M. (2020). Banking service in Bangladesh: The impact of service marketing mix on purchase intention of university students. Strategic Change, 29(3), 363-374. https://doi.org/10.1002/jsc.2335
Hosseini, M., Abdolvand, N., & Harandi, S. R. (2022). Two-dimensional analysis of customer behavior in traditional and electronic banking. Digital Business, 2(2). https://doi.org/10.1016/j.digbus.2022.100030
Ja'fari, P., Asaish, H., Kamali, M., & Zahed Gharavi, M. (2024). Investigating Factors Affecting the Behavior of Legal (Corporate) Bank Customers. Islamic Economics and Banking Scientific Quarterly(49), 75-96.
Karim, D. N., Hossain, M. M., Chowdhury, S. P., Karim, R. A., Rahman, M. H. A., & Rahman, M. S. (2024). Linking performance appraisal fairness and performance feedback to bankers' extra-role customer service behavior: A serial multiple mediation model. Social Sciences & Humanities Open, 10, 100956. https://doi.org/10.1016/j.ssaho.2024.100956
Liao, Y. K., Nguyen, H. L. T., Dao, T. C., Nguyen, P. T. T., & Sophea, H. (2024). The antecedents of customers' attitude and behavioral intention of using e-banking: The moderating roles of social influence and customers' traits. Journal of Financial Services Marketing, 29(3), 1037-1061. https://doi.org/10.1057/s41264-023-00254-4
Mainardes, E. W., Rosa, C. A. d. M., & Nossa, S. N. (2020). Omnichannel strategy and customer loyalty in banking. International Journal of Bank Marketing, 38(4), 799-822. https://doi.org/10.1108/IJBM-07-2019-0272
Malek Akhlaq, I., Mohammadi Karimi, Y., & Talebi, D. (2021). Designing a model of banking customer behavior in online social media. Business Management Explorations, 13(25), 475-497.
Maziriri, E. T., Rukuni, T. F., Nyagadza, B., & Bepe, T. (2026). The customer's quest to manage funds digitally: Exploring the factors that influence the intention to use and the ongoing use of mobile banking apps. Computers in Human Behavior Reports, 21, 100907. https://doi.org/10.1016/j.chbr.2025.100907
Moslehi, P., & Sheikh, A. (2020). The impact of advertising on social media on customer behavior (Case study: Customers of Bank Ayandeh). Conference on Industrial Engineering, Economics, and Management,
Nazarian-Jashnabadi, J., Ronaghi, M., alimohammadlu, m., & Ebrahimi, A. (2023). The framework of factors affecting the maturity of business intelligence. Business Intelligence Management Studies, 12(46), 1-39. https://doi.org/10.22054/ims.2023.74305.2346
Nourizadeh, M., Nourbakhsh, K., & Haqshenas, F. (2023). Designing a Dual-Dimensional Model of Customer Loyalty for Electronic Banking Services. Consumer Behavior Studies, 10(2), 113-137. https://cbs.uok.ac.ir/article_62705.html?lang=en
Pambudi, A., Widayanti, R., & Edastama, P. (2021). Trust and Acceptance of E-Banking Technology Effect of Mediation on Customer Relationship Management Performance. ADI Journal on Recent Innovation, 3(1), 87-96. https://doi.org/10.34306/ajri.v3i1.538
Paridari, M., Saberi, H., Amini, Z. a.-A., & Sadeh, E. (2020). Identifying and Analyzing Behavioral Patterns of Bank Service Customers Using Data Mining Techniques. Iranian Political Sociology, 3(3), 3452-3471. https://www.magiran.com/paper/2583652/identifying-and-analyzing-behavioral-patterns-of-banking-service-customers-using-data-mining-techniques?lang=en
Rana, M. N. U., Al Shiam, S. A., Shochona, S. A., Islam, M. R., Asrafuzzaman, M., Bhowmik, P. K., Naznin, R., Ghosh, S. K., Sarkar, M. A. I., & Asaduzzaman, M. (2024). Revolutionizing Banking Decision-Making: A Deep Learning Approach to Predicting Customer Behavior. Journal of Business and Management Studies, 6(3), 21-27. https://doi.org/10.32996/jbms.2024.6.3.3
Shafiei, A. S. M., Taleghani, M., & Haghayegh, R. A. S. (2025). Designing and Validating a Behavioral Model of Banking System Customers. Management Strategies and Engineering Sciences, 7(3), 47-56. https://doi.org/10.61838/msesj.7.3.5
Ziaeipour, A., & Abbasnejad, P. (2019). Examining the relationship between gamification in electronic banking and electronic customer behavior of private banks. Second International Conference on Management and Industrial Engineering in the Modern Era, Tehran.
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Copyright (c) 1405 Ibrahim Mohammed Mahmood (Author); Naser Seifolahi; Ghasem Zarei, Mohammad Bashokouh (Author)

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