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Press to pay: The power of biometrics in financial transactions investigated by PLS-SEM, fsQCA, and NCA

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  • Liébana-Cabanillas, Francisco
  • Abbasi, Ghazanfar Ali
  • Higueras-Castillo, Elena
  • Wagner, Ralf

Abstract

The financial sector is undergoing rapid transformation driven by technological innovation and the digitization of financial transactions. Biometric Payment Cards (BPCs) represent a disruptive solution that combines traditional payment methods with biometric authentication—primarily through fingerprints—to improve security and the user experience. This study explores the adoption of BPCs using an integrated theoretical framework that combines the Unified Theory of Acceptance and Use of Technology 2 (UTAUT2), Perceived Risk Theory (PRT), and Trust Theory (TT). Data were collected from 342 users a tripartite approach using Partial Least Squares Structural Equation Modelling (PLS-SEM), fuzzy-set Qualitative Comparative Analysis (fsQCA), and Necessary Condition Analysis (NCA). The results reveal that effort expectation is the strongest positive predictor of adoption, followed by trust and hedonic motivation, while perceived risk acts as a significant inhibitor. The fsQCA analysis identifies multiple sufficient configurations—such as high trust combined with low perceived risk—that lead to high usage intention, and the NCA confirms that trust is a necessary condition. These findings contribute to both theory and practice by integrating linear and configurational approaches to technology adoption. In practical terms, the study highlights the importance of simplifying user interfaces, improving biometric reliability, and fostering user trust to promote widespread adoption of biometric payment technologies.

Suggested Citation

  • Liébana-Cabanillas, Francisco & Abbasi, Ghazanfar Ali & Higueras-Castillo, Elena & Wagner, Ralf, 2025. "Press to pay: The power of biometrics in financial transactions investigated by PLS-SEM, fsQCA, and NCA," Technological Forecasting and Social Change, Elsevier, vol. 221(C).
  • Handle: RePEc:eee:tefoso:v:221:y:2025:i:c:s0040162525003968
    DOI: 10.1016/j.techfore.2025.124365
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    1. Jörg Henseler, 2018. "Partial least squares path modeling: Quo vadis?," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 1-8, January.
    2. 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.
    3. Pappas, Ilias O. & Woodside, Arch G., 2021. "Fuzzy-set Qualitative Comparative Analysis (fsQCA): Guidelines for research practice in Information Systems and marketing," International Journal of Information Management, Elsevier, vol. 58(C).
    4. Waseem Anwar & Amir Zaib Abbasi & Mousa Albashrawi & Ghazanfar Ali Abbasi & Umm-e-Habiba, 2024. "Asymmetric and symmetric approaches to the extension of UTAUT2 in the M-payment adoption of Pakistani apps," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 29(3), pages 1175-1193, September.
    5. Zhou, Min & Long, Piao & Kong, Nan & Zhao, Lindu & Jia, Fu & Campy, Kathryn S., 2021. "Characterizing the motivational mechanism behind taxi driver’s adoption of electric vehicles for living: Insights from China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 144(C), pages 134-152.
    6. Bhattacharyya, Jishnu & Balaji, M.S. & Jiang, Yangyang, 2023. "Causal complexity of sustainable consumption: Unveiling the equifinal causes of purchase intentions of plant-based meat alternatives," Journal of Business Research, Elsevier, vol. 156(C).
    7. Manaf Al-Okaily & Mohd Shaari Abd Rahman & Azwadi Ali & Emad Abu-Shanab & Ra'ed Masa'deh, 2023. "An empirical investigation on acceptance of mobile payment system services in Jordan: extending UTAUT2 model with security and privacy," International Journal of Business Information Systems, Inderscience Enterprises Ltd, vol. 42(1), pages 123-152.
    8. Escobar-Rodríguez, T. & Carvajal-Trujillo, E., 2014. "Online purchasing tickets for low cost carriers: An application of the unified theory of acceptance and use of technology (UTAUT) model," Tourism Management, Elsevier, vol. 43(C), pages 70-88.
    9. Vikas Chauhan & Rambalak Yadav & Vipin Choudhary, 2022. "Adoption of electronic banking services in India: an extension of UTAUT2 model," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 27(1), pages 27-40, March.
    10. 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).
    11. Elena Carvajal-Trujillo & Sebastián Molinillo & Francisco Liébana-Cabanillas, 2021. "Determinants and risks of intentions to use mobile applications in museums: an application of fsQCA," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(9), pages 1284-1303, May.
    12. Sukhov, Alexandre & Friman, Margareta & Olsson, Lars E., 2023. "Unlocking potential: An integrated approach using PLS-SEM, NCA, and fsQCA for informed decision making," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    13. Florian Schuberth & Jörg Henseler & Theo K. Dijkstra, 2018. "Partial least squares path modeling using ordinal categorical indicators," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 9-35, January.
    14. Giacomo Migliore & Ralf Wagner & Felipe Schneider Cechella & Francisco Liébana-Cabanillas, 2022. "Antecedents to the Adoption of Mobile Payment in China and Italy: an Integration of UTAUT2 and Innovation Resistance Theory," Information Systems Frontiers, Springer, vol. 24(6), pages 2099-2122, December.
    15. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    16. Zhou, Min & Huang, Jinlong & Wu, Kexin & Huang, Xin & Kong, Nan & Campy, Kathryn S., 2021. "Characterizing Chinese consumers’ intention to use live e-commerce shopping," Technology in Society, Elsevier, vol. 67(C).
    17. Anas Ali Al-Qudah & Manaf Al-Okaily & Gssan Alqudah & Anas Ghazlat, 2024. "Mobile payment adoption in the time of the COVID-19 pandemic," Electronic Commerce Research, Springer, vol. 24(1), pages 427-451, March.
    18. Woodside, Arch G., 2014. "Embrace•perform•model: Complexity theory, contrarian case analysis, and multiple realities," Journal of Business Research, Elsevier, vol. 67(12), pages 2495-2503.
    19. Tamilmani, Kuttimani & Rana, Nripendra P. & Wamba, Samuel Fosso & Dwivedi, Rohita, 2021. "The extended Unified Theory of Acceptance and Use of Technology (UTAUT2): A systematic literature review and theory evaluation," International Journal of Information Management, Elsevier, vol. 57(C).
    20. Fred D. Davis & Richard P. Bagozzi & Paul R. Warshaw, 1989. "User Acceptance of Computer Technology: A Comparison of Two Theoretical Models," Management Science, INFORMS, vol. 35(8), pages 982-1003, August.
    21. Martins, Carolina & Oliveira, Tiago & Popovič, Aleš, 2014. "Understanding the Internet banking adoption: A unified theory of acceptance and use of technology and perceived risk application," International Journal of Information Management, Elsevier, vol. 34(1), pages 1-13.
    22. Zhou, Min & Yin, Jia & Tang, Yu & Yi, Huan & Kong, Nan & Campy, Kathryn S., 2024. "What drives the drivers away? An empirical study on the factors influencing the turnover intention of full-time online ride-hailing drivers in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
    23. Dul, Jan, 2016. "Identifying single necessary conditions with NCA and fsQCA," Journal of Business Research, Elsevier, vol. 69(4), pages 1516-1523.
    24. Zarco, Carmen & Giráldez-Cru, Jesús & Cordón, Oscar & Liébana-Cabanillas, Francisco, 2024. "A comprehensive view of biometric payment in retailing: A complete study from user to expert," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    25. Singh, Nidhi & Sinha, Neena & Liébana-Cabanillas, Francisco J., 2020. "Determining factors in the adoption and recommendation of mobile wallet services in India: Analysis of the effect of innovativeness, stress to use and social influence," International Journal of Information Management, Elsevier, vol. 50(C), pages 191-205.
    26. Zericho R. Marak & Subhajit Pahari & Rishabh Shekhar & Ashish Tiwari, 2025. "Factors affecting chatbots in banking services: the UTAUT2 and innovation resistance theory perspective," Journal of Innovation and Entrepreneurship, Springer, vol. 14(1), pages 1-27, December.
    27. 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).
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