IDEAS home Printed from https://ideas.repec.org/a/spr/infotm/v22y2021i2d10.1007_s10799-021-00328-6.html
   My bibliography  Save this article

Examining the determinants of continuance intention to use and the moderating effect of the gender and age of users of NFC mobile payments: a multi-analytical approach

Author

Listed:
  • Francisco Liébana-Cabanillas

    (University of Granada)

  • Nidhi Singh

    (Jaipuria Institute of Management Noida)

  • Zoran Kalinic

    (University of Kragujevac)

  • Elena Carvajal-Trujillo

    (University of Huelva)

Abstract

The interest in m-payments through mobile phones to replace the use of cash, credit cards or cheques is rapidly increasing in our society. The present study aims to examine the situation of near field communication (NFC) m-payment services along with the determinants of users’ continuance intention. To this intent, a sample of 1840 respondents with experience in using NFC payments participated in an online survey. During the first phase of this research, an structural equation modelling (SEM) technique was used to identify the acceptance predictors of mobile payments as well as to analyse the eventual moderating effect of the gender and age of the users of this tool. The second phase focused on the neural network model’s proficiency in assessing the relative impact of the most relevant predictors stemming from the aforementioned SEM analysis. The results obtained revealed subjective norms, risk, perceived usefulness, customer brand engagement and trust as the most significant antecedents of continuance intention towards NFC payments. The study also discusses the managerial implications derived from this research while assessing and suggesting potential user behaviour-based business opportunities for service providers.

Suggested Citation

  • Francisco Liébana-Cabanillas & Nidhi Singh & Zoran Kalinic & Elena Carvajal-Trujillo, 2021. "Examining the determinants of continuance intention to use and the moderating effect of the gender and age of users of NFC mobile payments: a multi-analytical approach," Information Technology and Management, Springer, vol. 22(2), pages 133-161, June.
  • Handle: RePEc:spr:infotm:v:22:y:2021:i:2:d:10.1007_s10799-021-00328-6
    DOI: 10.1007/s10799-021-00328-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10799-021-00328-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10799-021-00328-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Molinillo, Sebastian & Aguilar-Illescas, Rocío & Anaya-Sánchez, Rafael & Liébana-Cabanillas, Francisco, 2021. "Social commerce website design, perceived value and loyalty behavior intentions: The moderating roles of gender, age and frequency of use," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    2. Kalinic, Zoran & Marinkovic, Veljko & Molinillo, Sebastián & Liébana-Cabanillas, Francisco, 2019. "A multi-analytical approach to peer-to-peer mobile payment acceptance prediction," Journal of Retailing and Consumer Services, Elsevier, vol. 49(C), pages 143-153.
    3. Higueras-Castillo, Elena & Kalinic, Zoran & Marinkovic, Veljko & Liébana-Cabanillas, Francisco J., 2020. "A mixed analysis of perceptions of electric and hybrid vehicles," Energy Policy, Elsevier, vol. 136(C).
    4. Merhi, Mohamed & Hone, Kate & Tarhini, Ali, 2019. "A cross-cultural study of the intention to use mobile banking between Lebanese and British consumers: Extending UTAUT2 with security, privacy and trust," Technology in Society, Elsevier, vol. 59(C).
    5. Raut, Rakesh D. & Priyadarshinee, Pragati & Gardas, Bhaskar B. & Jha, Manoj Kumar, 2018. "Analyzing the factors influencing cloud computing adoption using three stage hybrid SEM-ANN-ISM (SEANIS) approach," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 98-123.
    6. Ritu Agarwal & Jayesh Prasad, 1998. "A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology," Information Systems Research, INFORMS, vol. 9(2), pages 204-215, June.
    7. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    8. Hew, Jun-Jie & Leong, Lai-Ying & Tan, Garry Wei-Han & Ooi, Keng-Boon & Lee, Voon-Hsien, 2019. "The age of mobile social commerce: An Artificial Neural Network analysis on its resistances," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 311-324.
    9. Komlan Gbongli & Yongan Xu & Komi Mawugbe Amedjonekou, 2019. "Extended Technology Acceptance Model to Predict Mobile-Based Money Acceptance and Sustainability: A Multi-Analytical Structural Equation Modeling and Neural Network Approach," Sustainability, MDPI, vol. 11(13), pages 1-33, July.
    10. Arbore, Alessandro & Busacca, Bruno, 2009. "Customer satisfaction and dissatisfaction in retail banking: Exploring the asymmetric impact of attribute performances," Journal of Retailing and Consumer Services, Elsevier, vol. 16(4), pages 271-280.
    11. Su-Chang Chen & Kuo Cheng Chung & Ming Yueh Tsai, 2019. "How to Achieve Sustainable Development of Mobile Payment through Customer Satisfaction—The SOR Model," Sustainability, MDPI, vol. 11(22), pages 1-16, November.
    12. Shirley Taylor & Peter A. Todd, 1995. "Understanding Information Technology Usage: A Test of Competing Models," Information Systems Research, INFORMS, vol. 6(2), pages 144-176, June.
    13. Talwar, Shalini & Dhir, Amandeep & Khalil, Ashraf & Mohan, Geetha & Islam, A.K.M. Najmul, 2020. "Point of adoption and beyond. Initial trust and mobile-payment continuation intention," Journal of Retailing and Consumer Services, Elsevier, vol. 55(C).
    14. Md. Alamgir Hossain & Md. Shakhawat Hossain & Nusrat Jahan, 2018. "Predicting Continuance Usage Intention of Mobile Payment: An Experimental Study of Bangladeshi Customers," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 8(4), pages 487-498, April.
    15. Liébana-Cabanillas, Francisco & Marinkovic, Veljko & Ramos de Luna, Iviane & Kalinic, Zoran, 2018. "Predicting the determinants of mobile payment acceptance: A hybrid SEM-neural network approach," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 117-130.
    16. Casado-Aranda, Luis-Alberto & Liébana-Cabanillas, Francisco & Sánchez-Fernández, Juan, 2018. "A Neuropsychological Study on How Consumers Process Risky and Secure E-payments," Journal of Interactive Marketing, Elsevier, vol. 43(C), pages 151-164.
    17. Md. Alamgir Hossain & Md. Shakhawat Hossain & Nusrat Jahan, 2018. "Predicting Continuance Usage Intention of Mobile Payment: An Experimental Study of Bangladeshi Customers," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 8(4), pages 487-498.
    18. Liébana-Cabanillas, Francisco & Molinillo, Sebastian & Ruiz-Montañez, Miguel, 2019. "To use or not to use, that is the question: Analysis of the determining factors for using NFC mobile payment systems in public transportation," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 266-276.
    19. Sujeet Kumar Sharma, 2019. "Integrating cognitive antecedents into TAM to explain mobile banking behavioral intention: A SEM-neural network modeling," Information Systems Frontiers, Springer, vol. 21(4), pages 815-827, August.
    20. Aijaz A. Shaikh & Payam Hanafizadeh & Heikki Karjaluoto, 2017. "Mobile Banking and Payment System: A Conceptual Standpoint," International Journal of E-Business Research (IJEBR), IGI Global, vol. 13(2), pages 14-27, April.
    21. Xin Lin & RunZe Wu & Yong-Taek Lim & Jieping Han & Shih-Chih Chen, 2019. "Understanding the Sustainable Usage Intention of Mobile Payment Technology in Korea: Cross-Countries Comparison of Chinese and Korean Users," Sustainability, MDPI, vol. 11(19), pages 1-23, October.
    22. Phillips, Paul & Zigan, Krystin & Santos Silva, Maria Manuela & Schegg, Roland, 2015. "The interactive effects of online reviews on the determinants of Swiss hotel performance: A neural network analysis," Tourism Management, Elsevier, vol. 50(C), pages 130-141.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ligang Liu & Yang Zhou & Xiao Sun, 2023. "The Impact of the Wellness Tourism Experience on Tourist Well-Being: The Mediating Role of Tourist Satisfaction," Sustainability, MDPI, vol. 15(3), pages 1-23, January.
    2. Ashaari, Mohamed Azlan & Singh, Karpal Singh Dara & Abbasi, Ghazanfar Ali & Amran, Azlan & Liebana-Cabanillas, Francisco J., 2021. "Big data analytics capability for improved performance of higher education institutions in the Era of IR 4.0: A multi-analytical SEM & ANN perspective," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    3. Neena Sinha & Nidhi Singh, 2023. "Moderating and mediating effect of perceived experience on merchant's behavioral intention to use mobile payments services," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 28(3), pages 448-465, September.
    4. Simona Sternad Zabukovšek & Samo Bobek & Uroš Zabukovšek & Zoran Kalinić & Polona Tominc, 2022. "Enhancing PLS-SEM-Enabled Research with ANN and IPMA: Research Study of Enterprise Resource Planning (ERP) Systems’ Acceptance Based on the Technology Acceptance Model (TAM)," Mathematics, MDPI, vol. 10(9), pages 1-28, April.
    5. Shalini Srivastava & Nidhi Singh, 2023. "An integrated model predicting customers’ continuance behavioral intention and recommendations of users: a study on mobile payment in emerging markets," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 28(2), pages 236-254, June.
    6. Higueras-Castillo, Elena & Liébana-Cabanillas, Francisco J. & Villarejo-Ramos, Ángel F., 2023. "Intention to use e-commerce vs physical shopping. Difference between consumers in the post-COVID era," Journal of Business Research, Elsevier, vol. 157(C).
    7. Maduku, Daniel K. & Thusi, Philile, 2023. "Understanding consumers' mobile shopping continuance intention: New perspectives from South Africa," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    8. Mohammed Amin Almaiah & Shaha Al-Otaibi & Rima Shishakly & Lamia Hassan & Abdalwali Lutfi & Mahmoad Alrawad & Mohammad Qatawneh & Orieb Abu Alghanam, 2023. "Investigating the Role of Perceived Risk, Perceived Security and Perceived Trust on Smart m-Banking Application Using SEM," Sustainability, MDPI, vol. 15(13), pages 1-17, June.
    9. Bo-Chiuan Su & Li-Wei Wu & Ying-Chi Yen, 2021. "Antecedents and Consequences of Trust and Loyalty in Physical Banks Affecting Mobile Payments," Sustainability, MDPI, vol. 13(22), pages 1-27, November.
    10. Maiya M. Suyunchaliyeva & Raghav Nautiyal & Aijaz A. Shaikh & Ravishankar Sharma, 2021. "The Use of Mobile Payment Systems in Post-COVID-19 Economic Recovery: Primary Research on an Emerging Market for Experience Goods," Sustainability, MDPI, vol. 13(24), pages 1-19, December.
    11. Untung Rahardja & Claudia Teresa Sigalingging & Panca O. Hadi Putra & Achmad Nizar Hidayanto & Kongkiti Phusavat, 2023. "The Impact of Mobile Payment Application Design and Performance Attributes on Consumer Emotions and Continuance Intention," SAGE Open, , vol. 13(1), pages 21582440231, March.
    12. Laddawan Kaewkitipong & Charlie Chen & Jiangxue Han & Peter Ractham, 2022. "Human–Computer Interaction (HCI) and Trust Factors for the Continuance Intention of Mobile Payment Services," Sustainability, MDPI, vol. 14(21), pages 1-15, November.
    13. Perez-Aranda, Javier & González Robles, Eva M. & Alarcón Urbistondo, Pilar, 2023. "Understanding antecedents of continuance and revisit intentions: The case of sport apps," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    14. de Blanes Sebastián, María García & Antonovica, Arta & Sarmiento Guede, José Ramón, 2023. "What are the leading factors for using Spanish peer-to-peer mobile payment platform Bizum? The applied analysis of the UTAUT2 model," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    15. Frank Bivar Franque & Tiago Oliveira & Carlos Tam, 2023. "Continuance Intention of Mobile Payment: TTF Model with Trust in an African Context," Information Systems Frontiers, Springer, vol. 25(2), pages 775-793, April.
    16. Qingyu Zhang & Salman Khan & Mei Cao & Safeer Ullah Khan, 2023. "Factors Determining Consumer Acceptance of NFC Mobile Payment: An Extended Mobile Technology Acceptance Model," Sustainability, MDPI, vol. 15(4), pages 1-18, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Francisco Liébana-Cabanillas & Francisco Muñoz-Leiva & Sebastián Molinillo & Elena Higueras-Castillo, 2022. "Do biometric payment systems work during the COVID-19 pandemic? Insights from the Spanish users' viewpoint," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-25, December.
    2. Albahri, A.S. & Alnoor, Alhamzah & Zaidan, A.A. & Albahri, O.S. & Hameed, Hamsa & Zaidan, B.B. & Peh, S.S. & Zain, A.B. & Siraj, S.B. & Alamoodi, A.H. & Yass, A.A., 2021. "Based on the multi-assessment model: Towards a new context of combining the artificial neural network and structural equation modelling: A review," Chaos, Solitons & Fractals, Elsevier, vol. 153(P1).
    3. Dongyan Nan & Yerin Kim & Min Hyung Park & Jang Hyun Kim, 2020. "What Motivates Users to Keep Using Social Mobile Payments?," Sustainability, MDPI, vol. 12(17), pages 1-13, August.
    4. Liébana-Cabanillas, Francisco & Japutra, Arnold & Molinillo, Sebastián & Singh, Nidhi & Sinha, Neena, 2020. "Assessment of mobile technology use in the emerging market: Analyzing intention to use m-payment services in India," Telecommunications Policy, Elsevier, vol. 44(9).
    5. Yoonyoung Hwang & Sangwook Park & Nina Shin, 2021. "Sustainable Development of a Mobile Payment Security Environment Using Fintech Solutions," Sustainability, MDPI, vol. 13(15), pages 1-15, July.
    6. Kalinic, Zoran & Marinkovic, Veljko & Molinillo, Sebastián & Liébana-Cabanillas, Francisco, 2019. "A multi-analytical approach to peer-to-peer mobile payment acceptance prediction," Journal of Retailing and Consumer Services, Elsevier, vol. 49(C), pages 143-153.
    7. Simona Sternad Zabukovšek & Samo Bobek & Uroš Zabukovšek & Zoran Kalinić & Polona Tominc, 2022. "Enhancing PLS-SEM-Enabled Research with ANN and IPMA: Research Study of Enterprise Resource Planning (ERP) Systems’ Acceptance Based on the Technology Acceptance Model (TAM)," Mathematics, MDPI, vol. 10(9), pages 1-28, April.
    8. Robinson, Leroy Jr. & Marshall, Greg W. & Stamps, Miriam B., 2005. "Sales force use of technology: antecedents to technology acceptance," Journal of Business Research, Elsevier, vol. 58(12), pages 1623-1631, December.
    9. Thitinan Pholsook & Warit Wipulanusat & Poomporn Thamsatitdej & Sarawut Ramjan & Jirapon Sunkpho & Vatanavongs Ratanavaraha, 2023. "A Three-Stage Hybrid SEM-BN-ANN Approach for Analyzing Airport Service Quality," Sustainability, MDPI, vol. 15(11), pages 1-20, May.
    10. Larbi-Siaw, Otu & Xuhua, Hu & Owusu, Ebenezer & Owusu-Agyeman, Abigail & Fulgence, Brou Ettien & Frimpong, Samuel Akwasi, 2022. "Eco-innovation, sustainable business performance and market turbulence moderation in emerging economies," Technology in Society, Elsevier, vol. 68(C).
    11. Alraja, Mansour, 2022. "Frontline healthcare providers’ behavioural intention to Internet of Things (IoT)-enabled healthcare applications: A gender-based, cross-generational study," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    12. Kajol, K. & Singh, Ranjit & Paul, Justin, 2022. "Adoption of digital financial transactions: A review of literature and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    13. Higueras-Castillo, Elena & Kalinic, Zoran & Marinkovic, Veljko & Liébana-Cabanillas, Francisco J., 2020. "A mixed analysis of perceptions of electric and hybrid vehicles," Energy Policy, Elsevier, vol. 136(C).
    14. Dash, Ganesh & Sharma, Kiran & Yadav, Neha, 2023. "The diffusion of mobile payments: Profiling the adopters and non-adopters, Roger's way," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    15. Chuhan Chen & Syarmila Hany Haron, 2023. "The Influence of Multistakeholder Value Cognition and Risk Attitudes on Sustainable Interior Landscape Design Decisions," Sustainability, MDPI, vol. 15(3), pages 1-22, February.
    16. Leong, Lai-Ying & Hew, Teck-Soon & Ooi, Keng-Boon & Chong, Alain Yee-Loong, 2020. "Predicting the antecedents of trust in social commerce – A hybrid structural equation modeling with neural network approach," Journal of Business Research, Elsevier, vol. 110(C), pages 24-40.
    17. Nistor, Cristian, 2013. "A conceptual model for the use of social media in companies," MPRA Paper 44224, University Library of Munich, Germany.
    18. Francisco Rejón-Guardia & Juán Sánchez-Fernández & Francisco Muñoz-Leiva, 2011. "Motivational Factors that influence the Acceptance of Microblogging Social Networks: The µBAM Model," FEG Working Paper Series 06/11, Faculty of Economics and Business (University of Granada).
    19. Jeeyeon Jeong & Yaeri Kim & Taewoo Roh, 2021. "Do Consumers Care About Aesthetics and Compatibility? The Intention to Use Wearable Devices in Health Care," SAGE Open, , vol. 11(3), pages 21582440211, August.
    20. Mei-Fang Chen & Ching-Ti Pan & Ming-Chuan Pan, 2009. "The Joint Moderating Impact of Moral Intensity and Moral Judgment on Consumer’s Use Intention of Pirated Software," Journal of Business Ethics, Springer, vol. 90(3), pages 361-373, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:infotm:v:22:y:2021:i:2:d:10.1007_s10799-021-00328-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.