Continued Intention to Use of M-Banking in Jordan by Integrating UTAUT, TPB, TAM and Service Quality with ML
Open accessAbstract
Mobile banking is a service provided by a bank that allows full remote control of customers' financial data and transactions with a variety of options to serve their needs.With m-banking, the banks can cut down on operational costs whilst maintaining client satisfaction.This research examined the most crucial factors that could predict the Jordanian customer's continued intention toward the use of m-banking.Following the proposed model, the research was conducted by using a self-conducted questionnaire and the responses were collected electronically from a convenience sample of 403 Jordanian customers of m-banking through social networks.The suggested model was adapted from the theory of planned behavior (TPB), the unified theory of acceptance and use of technology (UTAUT), and the technology acceptance model (TAM).The research model was further expanded by considering the factors of service quality and moderating factors (age, gender, educational level, and Internet experience).The collected data of customers were analyzed, validated, and verified by using a structural equation modeling (SME) approach including a confirmatory factor analysis (CFA), in addition to machine learning (ML) methods, artificial neural network (ANN), support vector machine (SMO), bagging reduced error pruning tree (RepTree), and random forest.Results showed that effort expectancy, performance expectancy, perceived risk, perceived trust, social influence, and service quality impacted behavioral intention, whereas facilitating conditions did not.Furthermore, behavioral intention impacted upon word of mouth and facilitating conditions (the latter regarding the continued intention to use m-banking), and had the highest coefficient value.Results also confirmed that all moderating factors affect the behavioral intention to continue using m-banking applications.
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Users consider the cost of using the platform economy when considering adoption.
“Price value positively influences behavioral intention, indicating that users consider the cost of using the platform economy when considering adoption [38,40].”
Price value positively influenced behavioral intention (β = 0.167, p < 0.001).
“Habit ( β = 0.183, p < 0.001) and price value ( β = 0.167, p < 0.001) also positively influenced behavioral intention, supporting Hypotheses H3a and H8.”
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- Authors
- Abu-Taieh, E. M., AlHadid, I., Abu-Tayeh, S., Masa’deh, R., Alkhawaldeh, R. S., Khwaldeh, S., & Alrowwad, A.
- Affiliations
- University of Jordan (JO)
- Corresponding author
- Abu-Taieh, Evon M.
- ORCID
- Venue
- Journal of Open Innovation: Technology, Market, and Complexity
- Publisher
- Elsevier BV
- Published
- 2022-09
- Volume
- 8
- Issue
- 3
- Pages
- 120
- ISSN
- 2199-8531 (ISSN-L)
- OpenAlex
- W4285496049
- Cited by
- 156
- References
- 101
- Citations by year
- 2026: 22 · 2025: 49 · 2024: 44 · 2023: 36 · 2022: 5
- FWCI
- 28.03
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Journal of Open Innovation Technology Market and Complexity (publishedVersion, cc-by-nc-nd)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Econstor (Econstor) (submittedVersion, cc-by)
- Topics
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Health Sciences › Health Professions › Health Information Management › Health, Technology, Consumer Behavior
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Customer Service Quality and Loyalty
- Keywords
- mobile banking, behavioral intention, UTAUT, theory of planned behavior, technology acceptance model, service quality, risk perception, perceived trust, social influence, word of mouth, moderators
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