The Evolving Research of Customer Adoption of Digital Payment: Learning from Content and Statistical Analysis of the Literature
Open accessAbstract
The global spread and use of the internet and mobile phones has contributed to the development of digital payments.Despite its growth potential, until now there is a lack of research providing a comprehensive synthesis and analysis of factors affecting the use, adoption, and acceptance of digital payment methods.This study aims to address this gap by providing a comprehensive review of the related literature retrieved from Scopus and Web of Science databases.Following a systematic method, a final sample of 193 research articles was identified and analysed.The results highlight that a single theory has failed to comprehensively explain the complex nature of electronic payment adoption.The key limitation of the existing theories is their inability to consider the role of social and cultural facets in the adoption of new technology.While literature reviews are a widespread practice in business studies, there are scant reviews that use the systematic review methodology that aggregates knowledge using clearly defined processes and criteria.This is the first systematic review on electronic payment adoption, which structures the existing knowledge and provides directions for future research.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Trust in the financial system positively influences the use of digital payments.
“Empirical evidence demonstrates a relationship between trust in the financial system and the use of electronic payments, especially for other regions (Liu et al., 2019; Sahi et al., 2021).”
From Digital Payments Trust in Latin America and the Caribbean (2025) · cites this paper as Sahi et al., 2021
Section 3.3.1 (page not supplied) reports that trust strongly influences e-payment adoption, supporting the general relationship. It does not identify trust in the financial system specifically, and its discussion of adoption does not establish an effect on actual payment use. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Part of this paper’s reference list could not be split into single entries.
2 retracted
RETRACTED: Modeling the Interaction of Users and Mobile Payment System: Conceptual Framework
Shin, D. (2010) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2010.502098 · Cited by 144 · see citing works
RetractedWITHDRAWN: Consumer behaviour analysis for business development
Zhao, J., Xue, F., Khan, S., & Khatib, S. F. A. (2021) · Aggression and Violent Behavior · doi:10.1016/j.avb.2021.101591 · Cited by 38 · see citing works
Self-citationRetractedPerceived usefulness, perceived ease of use, and user acceptance of information technology
Davis, F. D. (1989) · MIS Quarterly · doi:10.2307/249008 · Cited by 68,483 · see citing works
User Acceptance of Information Technology: Toward A Unified View1
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003) · MIS Quarterly · doi:10.2307/30036540 · Cited by 45,035 · see citing works
Ryan, R. M., & Deci, E. L. (2000) · American Psychologist · doi:10.1037//0003-066x.55.1.68 · Cited by 27,815 · see citing works
Venkatesh, V., Thong, J. Y. L., & Xu, X. (2012) · MIS Quarterly · doi:10.2307/41410412 · Cited by 15,756 · see citing works
Technology Acceptance Model 3 and a Research Agenda on Interventions
Venkatesh, V., & Bala, H. (2008) · Decision Sciences · doi:10.1111/j.1540-5915.2008.00192.x · Cited by 8,159 · see citing works
Understanding consumer acceptance of mobile payment services: An empirical analysis
Schierz, P. G., Schilke, O. S., & Wirtz, B. W. (2009) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2009.07.005 · Cited by 1,295 · see citing works
Investigating User Resistance to Information Systems Implementation: A Status Quo Bias Perspective1
Kim, H.-W., & Kankanhalli, A. (2009) · MIS Quarterly · doi:10.2307/20650309 · Cited by 1,135 · see citing works
Exploring consumer adoption of mobile payments – A qualitative study
Mallat, N. (2007) · The Journal of Strategic Information Systems · doi:10.1016/j.jsis.2007.08.001 · Cited by 1,031 · see citing works
An empirical examination of continuance intention of mobile payment services
Zhou, T. (2012) · Decision Support Systems · doi:10.1016/j.dss.2012.10.034 · Cited by 957 · see citing works
Patil, P. P., Tamilmani, K., Rana, N. P., & Raghavan, V. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102144 · Cited by 933 · see citing works
Slade, E. L., Dwivedi, Y. K., Piercy, N. C., & Williams, M. D. (2015) · Psychology & Marketing · doi:10.1002/mar.20823 · Cited by 922 · see citing works
Past, present and future of mobile payments research: A literature review
Dahlberg, T., Mallat, N., Ondruš, J., & Zmijewska, A. (2007) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2007.02.001 · Cited by 909 · see citing works
Diffusion of Innovations: Modifications of a Model for Telecommunications
Rogers, E. M. (1995) · Springer eBooks · doi:10.1007/978-3-642-79868-9_2 · Cited by 846 · see citing works
Towards an understanding of the consumer acceptance of mobile wallet
Shin, D. (2009) · Computers in Human Behavior · doi:10.1016/j.chb.2009.06.001 · Cited by 797 · see citing works
Yang, S., Lu, Y., Gupta, S., Cao, Y., & Zhang, R. (2012) · Computers in Human Behavior · doi:10.1016/j.chb.2011.08.019 · Cited by 679 · see citing works
Singh, N., Sinha, N., & Liébana-Cabanillas, F. J. (2019) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2019.05.022 · Cited by 673 · see citing works
Ooi, K., & Tan, G. W. (2016) · Expert Systems with Applications · doi:10.1016/j.eswa.2016.04.015 · Cited by 612 · see citing works
Thakur, R., & Srivastava, M. (2014) · Internet Research · doi:10.1108/intr-12-2012-0244 · Cited by 606 · see citing works
A critical review of mobile payment research
Dahlberg, T., Guo, J., & Ondruš, J. (2015) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2015.07.006 · Cited by 598 · see citing works
Khalilzadeh, J., Ozturk, A. B., & Bilgihan, A. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.01.001 · Cited by 597 · see citing works
Developing a general extended UTAUT model for M-payment adoption
Al-Saedi, K., Al‐Emran, M., Ramayah, T., & Abusham, E. E. A. A. (2020) · Technology in Society · doi:10.1016/j.techsoc.2020.101293 · Cited by 592 · see citing works
An empirical study of customers’ perceptions of security and trust in e-payment systems
Kim, C., Wang, T., Shin, N., & Kim, K.-S. (2009) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2009.04.014 · Cited by 583 · see citing works
Morosan, C. V., & Defranco, A. L. (2015) · International Journal of Hospitality Management · doi:10.1016/j.ijhm.2015.11.003 · Cited by 576 · see citing works
de Luna, I. R., Liébana-Cabanillas, F. J., Sánchez‐Fernández, J., & Muñoz‐Leiva, F. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.09.018 · Cited by 564 · see citing works
Leong, L.-Y., Hew, T.-S., Ooi, K., & Wei, J. (2019) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2019.102047 · Cited by 561 · see citing works
Antecedents of the adoption of the new mobile payment systems: The moderating effect of age
Liébana-Cabanillas, F. J., Sánchez‐Fernández, J., & Muñoz‐Leiva, F. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.03.022 · Cited by 523 · see citing works
Consumer attitude and intention to adopt mobile wallet in India – An empirical study
Chawla, D., & Joshi, H. (2019) · International Journal of Bank Marketing · doi:10.1108/ijbm-09-2018-0256 · Cited by 518 · see citing works
Leong, L.-Y., Hew, T.-S., Tan, G. W., & Ooi, K. (2013) · Expert Systems with Applications · doi:10.1016/j.eswa.2013.04.018 · Cited by 498 · see citing works
An innovation resistance theory perspective on mobile payment solutions
Kaur, P., Dhir, A., Singh, N., Sahu, G., & Almotairi, M. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102059 · Cited by 487 · see citing works
A Model of Innovation Resistance
Ram, S. (1987) · ACR North American Advances · Cited by 487 · see citing works
Johnson, V., Kiser, A. I. T., Washington, R., & Torres, R. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.10.035 · Cited by 464 · see citing works
Digital technology use during <scp>COVID</scp> ‐19 pandemic: A rapid review
Vargo, D., Zhu, L., Benwell, B., & Yan, Z. (2021) · Human Behavior and Emerging Technologies · doi:10.1002/hbe2.242 · Cited by 459 · see citing works
How perceived trust mediates merchant's intention to use a mobile wallet technology
Singh, N., & Sinha, N. (2019) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2019.101894 · Cited by 426 · see citing works
Enjoyment and social influence: predicting mobile payment adoption
Koenig‐Lewis, N., Marquet, M., Palmer, A. J., & Zhao, A. L. (2015) · Service Industries Journal · doi:10.1080/02642069.2015.1043278 · Cited by 414 · see citing works
Understanding mobile payment users’ continuance intention: a trust transfer perspective
Cao, X., Yu, L., Liu, Z., Gong, M., & Luqman, A. (2018) · Internet Research · doi:10.1108/intr-11-2016-0359 · Cited by 398 · see citing works
Understanding perceived risks in mobile payment acceptance
Yang, Y., Yong, L., Li, H., & Yu, B. (2015) · Industrial Management & Data Systems · doi:10.1108/imds-08-2014-0243 · Cited by 392 · see citing works
Adoption of digital payment systems in the era of demonetization in India
Sivathanu, B. (2018) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-07-2017-0033 · Cited by 386 · see citing works
Shao, Z., Zhang, L., Li, X.-T., & Guo, Y. (2019) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2018.100823 · Cited by 384 · see citing works
Digital payment and banking adoption research in Gulf countries: A systematic literature review
Alkhowaiter, W. A. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102102 · Cited by 364 · see citing works
Point of adoption and beyond. Initial trust and mobile-payment continuation intention
Talwar, S., Dhir, A., Khalil, A., Mohan, G., & Islam, A. K. M. N. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102086 · Cited by 363 · see citing works
Lim, S. H., Kim, D. J., Hur, Y., & Park, K. (2018) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2018.1507132 · Cited by 354 · see citing works
Khatib, S. F. A., Abdullah, D. F., Elamer, A. A., & Abueid, R. (2020) · Business Strategy and the Environment · doi:10.1002/bse.2665 · Cited by 340 · see citing works
Self-citationGupta, A., Yousaf, A., & Mishra, A. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102094 · Cited by 338 · see citing works
Behavioural intention to adopt mobile wallet: a developing country perspective
Madan, K., & Yadav, R. (2016) · Journal of Indian Business Research · doi:10.1108/jibr-10-2015-0112 · Cited by 327 · see citing works
An integrated framework for the adoption and continuance intention to use mobile payment apps
Humbani, M., & Wiese, M. (2019) · International Journal of Bank Marketing · doi:10.1108/ijbm-03-2018-0072 · Cited by 327 · see citing works
Factors Affecting Mobile Payment Adoption Intention: An Indian Perspective
Shankar, A., & Datta, B. (2018) · Global Business Review · doi:10.1177/0972150918757870 · Cited by 325 · see citing works
Lew, S., Tan, G. W., Loh, X.-M., Hew, J.-J., & Ooi, K. (2020) · Technology in Society · doi:10.1016/j.techsoc.2020.101430 · Cited by 305 · see citing works
Kar, A. K. (2020) · Information Systems Frontiers · doi:10.1007/s10796-020-10045-0 · Cited by 303 · see citing works
Pham, T.-T. T., & Ho, J. C. (2015) · Technology in Society · doi:10.1016/j.techsoc.2015.05.004 · Cited by 292 · see citing works
Liébana-Cabanillas, F. J., Sánchez‐Fernández, J., & Muñoz‐Leiva, F. (2014) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2013.12.006 · Cited by 274 · see citing works
Rouibah, K., Lowry, P. B., & Hwang, Y. (2016) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2016.07.001 · Cited by 263 · see citing works
Kumar, A., Adlakaha, A., & Mukherjee, K. (2018) · International Journal of Bank Marketing · doi:10.1108/ijbm-04-2017-0077 · Cited by 255 · see citing works
Mobile payments adoption – introducing mindfulness to better understand consumer behavior
Flavián, C., Guinalíu, M., & Lu, Y. (2020) · International Journal of Bank Marketing · doi:10.1108/ijbm-01-2020-0039 · Cited by 244 · see citing works
Consumer attitudes on mobile payment services – results from a proof of concept test
Arvidsson, N. (2014) · International Journal of Bank Marketing · doi:10.1108/ijbm-05-2013-0048 · Cited by 236 · see citing works
M-Banking in Metropolitan Bangkok and a Comparison with other Countries
Sripalawat, J., Thongmak, M., & Ngramyarn, A. (2015) · Journal of Computer Information Systems · doi:10.1080/08874417.2011.11645487 · Cited by 229 · see citing works
Easy come or easy go? Empirical evidence on switching behaviors in mobile payment applications
Wang, L., Luo, X. R., Yang, X., & Qiao, Z. (2019) · Information & Management · doi:10.1016/j.im.2019.02.005 · Cited by 227 · see citing works
Switching from cash to mobile payment: what's the hold-up?
Loh, X.-M., Lee, V., Tan, G. W., Ooi, K., & Dwivedi, Y. K. (2020) · Internet Research · doi:10.1108/intr-04-2020-0175 · Cited by 214 · see citing works
Liébana-Cabanillas, F. J., Muñoz‐Leiva, F., & Sánchez‐Fernández, J. (2017) · Service Business · doi:10.1007/s11628-017-0336-7 · Cited by 209 · see citing works
Gupta, K., & Arora, N. (2019) · South Asian Journal of Business Studies · doi:10.1108/sajbs-03-2019-0037 · Cited by 208 · see citing works
Plouffe, C. R., Vandenbosch, M., & Hulland, J. (2001) · Journal of Product Innovation Management · doi:10.1016/s0737-6782(00)00072-2 · Cited by 208 · see citing works
Role of gender on acceptance of mobile payment
Liébana-Cabanillas, F. J., Sánchez‐Fernández, J., & Muñoz‐Leiva, F. (2014) · Industrial Management & Data Systems · doi:10.1108/imds-03-2013-0137 · Cited by 207 · see citing works
A Cashless Society for All: Determining Consumers’ Readiness to Adopt Mobile Payment Services
Humbani, M., & Wiese, M. (2017) · Journal of African Business · doi:10.1080/15228916.2017.1396792 · Cited by 207 · see citing works
The effect of credit card versus mobile payment on convenience and consumers’ willingness to pay
Boden, J., Maier, E., & Wilken, R. (2019) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2019.101910 · Cited by 204 · see citing works
Consumer preference and satisfaction of M-wallets: a study on North Indian consumers
Singh, N., Srivastava, S., & Sinha, N. (2017) · International Journal of Bank Marketing · doi:10.1108/ijbm-06-2016-0086 · Cited by 199 · see citing works
Sun, S., Law, R., & Schuckert, M. R. (2019) · International Journal of Hospitality Management · doi:10.1016/j.ijhm.2019.102331 · Cited by 193 · see citing works
Mobile payment technologies in retail: a review of potential benefits and risks
Taylor, E. (2016) · International Journal of Retail & Distribution Management · doi:10.1108/ijrdm-05-2015-0065 · Cited by 187 · see citing works
Is mobile payment still relevant in the fintech era?
Iman, N. (2018) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2018.05.009 · Cited by 186 · see citing works
Al-Okaily, M., Lutfi, A., Alsaad, A., Taamneh, A., & Alsyouf, A. (2020) · Technology in Society · doi:10.1016/j.techsoc.2020.101367 · Cited by 184 · see citing works
Balakrishnan, V., & Shuib, L. M. (2021) · Technology in Society · doi:10.1016/j.techsoc.2021.101554 · Cited by 179 · see citing works
de Luna, I. R., Montoro-Ríos, F. J., & Liébana-Cabanillas, F. J. (2015) · Information Systems and e-Business Management · doi:10.1007/s10257-015-0284-5 · Cited by 179 · see citing works
Understanding the determinants of mobile payment continuance usage
Zhou, T. (2014) · Industrial Management & Data Systems · doi:10.1108/imds-02-2014-0068 · Cited by 178 · see citing works
The effect of initial trust on user adoption of mobile payment
Zhou, T. (2011) · Information Development · doi:10.1177/0266666911424075 · Cited by 178 · see citing works
Pietro, L. D., Mugion, R. G., Mattia, G., Renzi, M. F., & Toni, M. (2015) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2015.05.001 · Cited by 176 · see citing works
Intention to use new mobile payment systems: a comparative analysis of SMS and NFC payments
Liébana-Cabanillas, F. J., de Luna, I. R., & Montoro-Ríos, F. J. (2017) · Economic Research-Ekonomska Istraživanja · doi:10.1080/1331677x.2017.1305784 · Cited by 175 · see citing works
Drivers of corporate voluntary disclosure: a systematic review
Zamil, I. A., Ramakrishnan, S., Jamal, N. M., Hatif, M. A., & Khatib, S. F. A. (2021) · Journal of financial reporting & accounting · doi:10.1108/jfra-04-2021-0110 · Cited by 172 · see citing works
Self-citationConsumers' willingness to adopt and use WeChat wallet: An empirical study in South Africa
Matemba, E. D., & Li, G. (2017) · Technology in Society · doi:10.1016/j.techsoc.2017.12.001 · Cited by 171 · see citing works
Customer usage intention of mobile commerce in India: an empirical study
Thakur, R., & Srivastava, M. (2013) · Journal of Indian Business Research · doi:10.1108/17554191311303385 · Cited by 168 · see citing works
Kapoor, K. K., Dwivedi, Y. K., & Williams, M. D. (2014) · Information Systems Frontiers · doi:10.1007/s10796-014-9484-7 · Cited by 161 · see citing works
Sustainability assurance practices: a systematic review and future research agenda
Hazaea, S. A., Zhu, J., Khatib, S. F. A., Bazhair, A. H., & Elamer, A. A. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-17359-9 · Cited by 159 · see citing works
Self-citationAn affective response model for understanding the acceptance of mobile payment systems
Verkijika, S. F. (2019) · Electronic Commerce Research and Applications · doi:10.1016/j.elerap.2019.100905 · Cited by 152 · see citing works
Factors affecting consumers’ mobile payment behavior: A meta-analysis
Liu, Z., Ben, S., & Zhang, R. (2019) · Electronic Commerce Research · doi:10.1007/s10660-019-09349-4 · Cited by 152 · see citing works
Gaps in customer satisfaction with digital wallets: challenge for sustainability
Bagla, R. K., & Sancheti, V. (2018) · Journal of Management Development · doi:10.1108/jmd-04-2017-0144 · Cited by 151 · see citing works
Khatib, S. F. A., Abdullah, D. F., Hendrawaty, E., & Elamer, A. A. (2021) · Management Review Quarterly · doi:10.1007/s11301-021-00213-0 · Cited by 150 · see citing works
Self-citationGlobal trends in board diversity research: a bibliometric view
Khatib, S. F. A., Abdullah, D. F., Elamer, A. A., Yahaya, I. S., & Owusu, A. (2021) · Meditari Accountancy Research · doi:10.1108/medar-02-2021-1194 · Cited by 150 · see citing works
Self-citationMobile payments in India: the privacy factor
Sinha, M., Majra, H., Hutchins, J., & Saxena, R. (2018) · International Journal of Bank Marketing · doi:10.1108/ijbm-05-2017-0099 · Cited by 149 · see citing works
Factors influencing adoption of e-payment systems: an empirical study on Iranian customers
Barkhordari, M., Nourollah, Z., Mashayekhi, H., Mashayekhi, Y., & Ahangar, M. S. (2017) · Information Systems and e-Business Management · doi:10.1007/s10257-016-0311-1 · Cited by 143 · see citing works
Intention to adopt mobile payment in physical stores
Handarkho, Y. D., & Harjoseputro, Y. (2019) · Journal of Enterprise Information Management · doi:10.1108/jeim-06-2019-0179 · Cited by 142 · see citing works
Understanding Continuance Intention of Mobile Payment Services: An Empirical Study
Chen, X., & Li, S. (2016) · Journal of Computer Information Systems · doi:10.1080/08874417.2016.1180649 · Cited by 141 · see citing works
An investigation of consumers’ purchase intentions towards omni-channel shopping
Kazançoğlu, İ., & Aydın, H. (2018) · International Journal of Retail & Distribution Management · doi:10.1108/ijrdm-04-2018-0074 · Cited by 141 · see citing works
Chen, K.-Y., & Chang, M. (2011) · Service Industries Journal · doi:10.1080/02642069.2011.622369 · Cited by 140 · see citing works
An investigation of mobile payment (m-payment) services in Thailand
Phonthanukitithaworn, C., Sellitto, C., & Fong, M. W. L. (2016) · Asia-Pacific Journal of Business Administration · doi:10.1108/apjba-10-2014-0119 · Cited by 139 · see citing works
Chin, A. G., Harris, M. A., & Brookshire, R. G. (2020) · Information Systems Frontiers · doi:10.1007/s10796-020-10080-x · Cited by 137 · see citing works
Examining actual consumer usage of E-wallet: A case study of big data analytics
Teng, S., & Khong, K. W. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106778 · Cited by 137 · see citing works
Teo, A. C., Tan, G. W., Ooi, K., & Lin, B. (2015) · International Journal of Mobile Communications · doi:10.1504/ijmc.2015.070961 · Cited by 136 · see citing works
Customer acceptance of cashless payment systems in the hospitality industry
Ozturk, A. B. (2016) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-02-2015-0073 · Cited by 135 · see citing works
Raman, P., & Aashish, K. (2021) · International Journal of Bank Marketing · doi:10.1108/ijbm-04-2020-0167 · Cited by 134 · see citing works
A Hybrid SEM-Neural Network Model for Predicting Determinants of Mobile Payment Services
Sharma, S. K., Sharma, H., & Dwivedi, Y. K. (2019) · Information Systems Management · doi:10.1080/10580530.2019.1620504 · Cited by 131 · see citing works
Lwoga, E. T., & Lwoga, N. B. (2017) · THE ELECTRONIC JOURNAL OF INFORMATION SYSTEMS IN DEVELOPING COUNTRIES · doi:10.1002/j.1681-4835.2017.tb00595.x · Cited by 131 · see citing works
The moderating impact of gender on the acceptance of peer-to-peer mobile payment systems
Kalinić, Z., Liébana-Cabanillas, F. J., Muñoz‐Leiva, F., & Marinković, V. (2019) · International Journal of Bank Marketing · doi:10.1108/ijbm-01-2019-0012 · Cited by 120 · see citing works
Is the Convenience Worth the Risk? An Investigation of Mobile Payment Usage
Pal, A., Herath, T. C., Dé, R., & Rao, H. R. (2020) · Information Systems Frontiers · doi:10.1007/s10796-020-10070-z · Cited by 120 · see citing works
How users’ Internet experience affects the adoption of mobile payment: a mediation model
Su, P., Wang, L., & Yan, J. (2017) · Technology Analysis and Strategic Management · doi:10.1080/09537325.2017.1297788 · Cited by 115 · see citing works
Thakur, R. (2013) · Business Perspectives and Research · doi:10.1177/2278533720130203 · Cited by 108 · see citing works
Stakeholders ' expectations of mobile payment in retail: lessons from Sweden
Apanasevic, T., Markendahl, J. I., & Arvidsson, N. (2016) · International Journal of Bank Marketing · doi:10.1108/ijbm-06-2014-0064 · Cited by 105 · see citing works
Transition from web to mobile payment services: The triple effects of status quo inertia
Gong, X., Zhang, K. Z. K., Chen, C., Cheung, C. M. K., & Lee, M. (2019) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2019.08.006 · Cited by 105 · see citing works
Mombeuil, C. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102127 · Cited by 104 · see citing works
Why do people switch mobile payment service platforms? An empirical study in Taiwan
Kuo, R.-Z. (2020) · Technology in Society · doi:10.1016/j.techsoc.2020.101312 · Cited by 99 · see citing works
Understanding the impact of financial incentives on NFC mobile payment adoption
Zhao, H., Anong, S. T., & Zhang, L. (2019) · International Journal of Bank Marketing · doi:10.1108/ijbm-08-2018-0229 · Cited by 93 · see citing works
The impact of mobility, risk, and cost on the users’ intention to adopt mobile payments
Liu, Y., Wang, M., Huang, D., Huang, Q., Yang, H., & Li, Z. (2019) · Information Systems and e-Business Management · doi:10.1007/s10257-019-00449-0 · Cited by 91 · see citing works
User Intentions to Adopt Mobile Payment Services: A Study of Early Adopters in Thailand
Phonthanukitithaworn, C., Sellitto, C., & Fong, M. W. L. (2015) · Victoria University Research Repository (Victoria University) · Cited by 90 · see citing works
The determinants of electronic payment systems usage from consumers’ perspective
Oney, E., Oksuzoglu Guven, G., & Hussain Rizvi, W. (2017) · Economic Research-Ekonomska Istraživanja · doi:10.1080/1331677x.2017.1305791 · Cited by 89 · see citing works
Lee, J.-M. (2019) · International Journal of Electronic Commerce Studies · doi:10.7903/ijecs.1644 · Cited by 89 · see citing works
Hampshire, C. (2017) · International Journal of Bank Marketing · doi:10.1108/ijbm-08-2016-0105 · Cited by 85 · see citing works
Consumer preferences of attributes of mobile payment services in South Korea
Choi, H., Park, J., Kim, J., & Jung, Y. (2020) · Telematics and Informatics · doi:10.1016/j.tele.2020.101397 · Cited by 83 · see citing works
Factors influencing continued use of mobile easy payment service: an empirical investigation
Jun, J., Cho, I., & Park, H. (2018) · Total Quality Management & Business Excellence · doi:10.1080/14783363.2018.1486550 · Cited by 71 · see citing works
Plouffe, C. R., Vandenbosch, M., & Hulland, J. S. (2001) · Journal of Product Innovation Management · doi:10.1111/1540-5885.1820065 · Cited by 70 · see citing works
Kim, M., Kim, S.-H., & Kim, J. (2019) · Telematics and Informatics · doi:10.1016/j.tele.2019.02.003 · Cited by 69 · see citing works
Kumar, R. R., Israel, D., & Malik, G. (2018) · Pacific Asia journal of the Association for Information Systems · doi:10.17705/1pais.10204 · Cited by 69 · see citing works
Moderating Effect of Smartphone Addiction on Mobile Wallet Payment Adoption
Shaw, B., & Kesharwani, A. (2019) · Journal of Internet Commerce · doi:10.1080/15332861.2019.1620045 · Cited by 67 · see citing works
A model of mobile payment usage among Arab consumers
Ramadan, R., & Aita, J. (2018) · International Journal of Bank Marketing · doi:10.1108/ijbm-05-2017-0080 · Cited by 64 · see citing works
Mouakket, S. (2020) · International Journal of Bank Marketing · doi:10.1108/ijbm-03-2020-0139 · Cited by 63 · see citing works
Makki, A. M., Ozturk, A. B., & Singh, D. (2016) · Journal of Foodservice Business Research · doi:10.1080/15378020.2016.1188646 · Cited by 62 · see citing works
Personality Traits as Predictor of M-Payment Systems
Khan, A., Cao, X., & Pitafi, A. H. (2019) · Journal of Organizational and End User Computing · doi:10.4018/joeuc.2019100105 · Cited by 62 · see citing works
Proposing a comprehensive framework for analysis and engineering of mobile payment business models
Pousttchi, K., Schiessler, M., & Wiedemann, D. G. (2008) · Information Systems and e-Business Management · doi:10.1007/s10257-008-0098-9 · Cited by 60 · see citing works
Working digital money into a cash economy: The collaborative work of loan payment
O’Neill, J., Dhareshwar, A., & Muralidhar, S. H. (2017) · Computer Supported Cooperative Work (CSCW) · doi:10.1007/s10606-017-9289-6 · Cited by 58 · see citing works
Hazaea, S. A., Zhu, J., Al‐Matari, E. M., Senan, N. A. M., Khatib, S. F. A., & Ullah, S. (2021) · Cogent Business & Management · doi:10.1080/23311975.2021.1938351 · Cited by 57 · see citing works
Self-citationTraditional-bank customers' digital-only bank resistance: evidence from South Africa
Nel, J., & Boshoff, C. (2021) · International Journal of Bank Marketing · doi:10.1108/ijbm-07-2020-0380 · Cited by 54 · see citing works
Payment Systems in New Electronic Environments: Consumer Behavior in Payment Systems via SMS
Francisco, L.-C., Muñoz‐Leiva, F., & Juan, S.-F. (2015) · International Journal of Information Technology & Decision Making · doi:10.1142/s0219622015500078 · Cited by 50 · see citing works
Examining the Relative Influence of Risk and Control on Intention to Adopt Risky Technologies
Gupta, S., & Xu, H. (2010) · Journal of technology management & innovation · doi:10.4067/s0718-27242010000400003 · Cited by 50 · see citing works
The influence of mobile QR code payment on payment pleasure: evidence from China
Liu, R., Wu, J., & Yu-Buck, G. F. (2021) · International Journal of Bank Marketing · doi:10.1108/ijbm-11-2020-0574 · Cited by 48 · see citing works
COVID-19 and regional shifts in Swiss retail payments
Kraenzlin, S., Meyer, C., & Nellen, T. (2020) · Zeitschrift für schweizerische Statistik und Volkswirtschaft/Schweizerische Zeitschrift für Volkswirtschaft und Statistik/Swiss journal of economics and statistics · doi:10.1186/s41937-020-00061-x · Cited by 46 · see citing works
An Empirical Examination of Users' Switch from Online Payment to Mobile Payment
Zhou, T. (2015) · International Journal of Technology and Human Interaction · doi:10.4018/ijthi.2015010104 · Cited by 45 · see citing works
An Empirical Study on Users' Continuous Usage Intention of QR Code Mobile Payment Services in China
Gao, S. H., Yang, X., Guo, H., & Jing, J. (2018) · International Journal of E-Adoption · doi:10.4018/ijea.2018010102 · Cited by 45 · see citing works
Cashless Japan: Unlocking Influential Risk on Mobile Payment Service
Chang, W., Chen, L., & Hashimoto, T. (2021) · Information Systems Frontiers · doi:10.1007/s10796-021-10160-6 · Cited by 44 · see citing works
Customers' Perceived Risk and Trust in Using Mobile Money Services—an Empirical Study of Ghana
Abdul-Hamid, I. K., Shaikh, A. A., Boateng, H., & Hinson, R. E. (2018) · International Journal of E-Business Research · doi:10.4018/ijebr.2019010101 · Cited by 42 · see citing works
Park, M., Jun, J., & Park, H. (2017) · Quality Innovation Prosperity · doi:10.12776/qip.v21i3.983 · Cited by 41 · see citing works
Understanding the Adoption of SADAD E-Payments
Soomro, Y. A. (2018) · International Journal of E-Business Research · doi:10.4018/ijebr.2019010104 · Cited by 41 · see citing works
Salehi-Esfahani, S., & Ozturk, A. B. (2019) · Journal of Hospitality and Tourism Technology · doi:10.1108/jhtt-01-2018-0009 · Cited by 38 · see citing works
A study on the impact of design attributes on E-payment service utility
See-To, E. W. K., & Ho, K. K. W. (2016) · Information & Management · doi:10.1016/j.im.2016.02.004 · Cited by 36 · see citing works
The adoption of NFC-based mobile payment services: an empirical analysis of Apple Pay in China
Pu, X., Chan, F. T. S., Chong, A. Y., & Niu, B. (2020) · International Journal of Mobile Communications · doi:10.1504/ijmc.2020.107145 · Cited by 28 · see citing works
Spillover effects from web to mobile payment services
Zhang, K. Z. K., Gong, X., Chen, C., Zhao, S. J., & Lee, M. (2019) · Internet Research · doi:10.1108/intr-11-2017-0457 · Cited by 15 · see citing works
Flagged first, then by citations
2 of the 144 references couldn’t be matched to a known paper.
Research works printed but not linked: 19
- Gupta, S.; Xu, H. Examining the relative influence of risk and control on intention to adopt risky technologies. J. Technol. Manag. Innov. 2010, 5, 22-37, doi:10.4067/S0718-27242010000400003. · DOI
- See-To, E.W.K.; Ho, K.K.W. A study on the impact of design attributes on E-payment service utility. Inf. Manag. 2016, 53, 668- 681, doi:10.1016/j.im.2016.02.004. · DOI
- Dahlberg, T.; Guo, J.; Ondrus, J. A critical review of mobile payment research. Electron. Commer. Res. Appl. 2015, 14, 265-284, doi:10.1016/j.elerap.2015.07.006. · DOI
- Loh, X.M.; Lee, V.H.; Tan, G.W.H.; Ooi, K.B.; Dwivedi, Y.K. Switching from cash to mobile payment: What's the hold-up? Internet Res. 2021, 31, 376-399. [CrossRef] · DOI
- Balakrishnan, V.; Shuib, N.L.M. Drivers and inhibitors for digital payment adoption using the Cashless Society Readiness- Adoption model in Malaysia. Technol. Soc. 2021, 65, 101554. [CrossRef] · DOI
- Teng, S.; Khong, K.W. Examining actual consumer usage of E-wallet: A case study of big data analytics. Comput. Hum. Behav. 2021, 121, 106778. [CrossRef] · DOI
- Kim, C.; Tao, W.; Shin, N.; Kim, K.S. An empirical study of customers' perceptions of security and trust in e-payment systems. Electron. Commer. Res. Appl. 2010, 9, 84-95. [CrossRef] · DOI
- Lee, J.M.; Lee, B.; Rha, J.Y. Determinants of mobile payment usage and the moderating effect of gender: Extending the UTAUT model with privacy risk. Int. J. Electron. Commer. Stud. 2019, 10, 43-64. [CrossRef] · DOI
- Yang, Y.; Liu, Y.; Li, H.; Yu, B. Understanding perceived risks in mobile payment acceptance. Ind. Manag. Data Syst. 2015, 115, 253-269. [CrossRef] · DOI
- Apanasevic, T.; Markendahl, J.; Arvidsson, N. Stakeholders' expectations of mobile payment in retail: Lessons from Sweden. Int. J. Bank Mark. 2016, 34, 37-61. [CrossRef] · DOI
- Bagla, R.K.; Sancheti, V. Gaps in customer satisfaction with digital wallets: Challenge for sustainability. J. Manag. Dev. 2018, 37, 442-451. [CrossRef] · DOI
- Gupta, S.; Xu, H. Examining the relative influence of risk and control on intention to adopt risky technologies. J. Technol. Manag. Innov. 2010, 5, 22-37. [CrossRef] · DOI
- Sinha, M.; Majra, H.; Hutchins, J.; Saxena, R. Mobile payments in India: The privacy factor. Int. J. Bank Mark. 2019, 37, 192-209. [CrossRef] · DOI
- See-To, E.W.K.; Ho, K.K.W. A study on the impact of design attributes on E-payment service utility. Inf. Manag. 2016, 53, 668-681. [CrossRef] · DOI
- Kapoor, K.K.; Dwivedi, Y.K.; Williams, M.D. Examining the role of three sets of innovation attributes for determining adoption of the interbank mobile payment service. Inf. Syst. Front. 2015, 17, 1039-1056. [CrossRef] · DOI
- Dahlberg, T.; Guo, J.; Ondrus, J. A critical review of mobile payment research. Electron. Commer. Res. Appl. 2015, 14, 265-284. [CrossRef] · DOI
- Khatib, S.F.A.; Nour, A.-N.I. The Impact of Corporate Governance on Firm Performance during the COVID-19 Pandemic: Evidence from Malaysia. J. Asian Financ. Econ. Bus. 2021, 8, 0943-0952. [CrossRef] · DOI
- Rogers, E.M. Diffusion of Innovations, 5th ed.; The Free Press: New York, NY, USA, 2003.
- Fishbein, M.; Ajzen, I. Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research; Addison-Wesley Publishing Company: Reading, MA, USA, 1975.
Cited by
Sorted by citations
Bibliometrix analysis of information sharing in social media
Abbas, A. F., Jusoh, A., Mas’od, A., Alsharif, A. H., & Ali, J. (2022) · Cogent Business & Management · doi:10.1080/23311975.2021.2016556 · Cited by 168 · see citing works
Self-citationMavļutova, I., Spilbergs, A., Verdenhofs, A., Nātriņš, A., Arefjevs, I., & Volkova, T. (2022) · Sustainability · doi:10.3390/su15010207 · Cited by 166 · see citing works
Almaiah, M. A., Al-Otaibi, S. T., Shishakly, R., Hassan, L. H., Lutfi, A., Alrawad, M., Qatawneh, M., & AbuAlghanam, O. (2023) · Sustainability · doi:10.3390/su15139908 · Cited by 158 · see citing works
Alrawad, M., Lutfi, A., Almaiah, M. A., & Elshaer, I. A. (2023) · Journal of Open Innovation Technology Market and Complexity · doi:10.1016/j.joitmc.2023.100070 · Cited by 145 · see citing works
Almaiah, M. A., Al-Rahmi, A. M., Alturise, F., Hassan, L. H., Lutfi, A., Alrawad, M., Alkhalaf, S., Al-Rahmi, W. M., Al-sharaieh, S., & Aldhyani, T. H. H. (2022) · Electronics · doi:10.3390/electronics11233926 · Cited by 128 · see citing works
The Research Trend of Security and Privacy in Digital Payment
Sahi, A. M., Khalid, H. B., Abbas, A. F., Zedan, K., Khatib, S. F. A., & Amosh, H. A. A. (2022) · Informatics · doi:10.3390/informatics9020032 · Cited by 112 · see citing works
Self-citationRamayanti, R., Rachmawati, N. A., Azhar, Z., & Azman, N. H. N. (2023) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2023.100348 · Cited by 99 · see citing works
Shetu, S. N., Islam, M. M., & Promi, S. I. (2022) · Future Business Journal · doi:10.1186/s43093-022-00158-0 · Cited by 90 · see citing works
Green Purchasing: Past, Present and Future
Hazaea, S. A., Al‐Matari, E. M., Zedan, K., Khatib, S. F. A., Zhu, J., & Amosh, H. A. A. (2022) · Sustainability · doi:10.3390/su14095008 · Cited by 89 · see citing works
Self-citationDigital literacy, online security behaviors and E-payment intention
Nguyen, T. T., Tran, T. N. H., My, T. H., Dinh, T. K. L., Nguyen, T. U. N., & Dang, T. M. K. (2024) · Journal of Open Innovation Technology Market and Complexity · doi:10.1016/j.joitmc.2024.100292 · Cited by 78 · see citing works
Shariah auditing: analyzing the past to prepare for the future
Khatib, S. F. A., Abdullah, D. F., Amosh, H. A. A., Bazhair, A. H., & Kabara, A. S. (2022) · Journal of Islamic accounting and business research · doi:10.1108/jiabr-11-2021-0291 · Cited by 77 · see citing works
Self-citationDerecho, K. C., Cafino, R. Y., Aquino-Cafino, S. L., Isla, A. T., Jr., Esencia, J. A., Lactuan, N. J., Maranda, J. A., & Velasco, L. C. (2024) · Digital Health · doi:10.1177/20552076231224605 · Cited by 66 · see citing works
A bibliometric and visual analysis of revisit intention research in hospitality and tourism
Zulfiqar, U., Abbas, A. F., Aman‐Ullah, A., & Mehmood, W. (2024) · Journal of Tourism Futures · doi:10.1108/jtf-01-2024-0013 · Cited by 55 · see citing works
Self-citationDigital Capabilities and Business Performance: A Systematic Literature Review
Samsuden, N. S., Kohar, U. H. A., Khatib, S. F. A., & Abbas, A. F. (2024) · Sustainability · doi:10.3390/su162411108 · Cited by 55 · see citing works
Self-citationNiankara, I., & Traoret, R. I. (2023) · Journal of Open Innovation Technology Market and Complexity · doi:10.1016/j.joitmc.2023.100173 · Cited by 52 · see citing works
Financial reporting quality of financial institutions: Literature review
Sahi, A. M., Sahi, A. M., Abbas, A. F., & Khatib, S. F. A. (2022) · Cogent Business & Management · doi:10.1080/23311975.2022.2135210 · Cited by 49 · see citing works
Self-citationDigital payments and GDP growth: A behavioural quantitative analysis
Birigozzi, A., Silva, C. D., & Luitel, P. (2025) · Research in International Business and Finance · doi:10.1016/j.ribaf.2025.102768 · Cited by 43 · see citing works
Tan, K., Leong, C., & Richter, N. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2338319 · Cited by 42 · see citing works
Sustainability reporting in Africa: A systematic review and agenda for future research
Igwe, M. N., Khatib, S. F. A., & Bazhair, A. H. (2023) · Corporate Social Responsibility and Environmental Management · doi:10.1002/csr.2494 · Cited by 39 · see citing works
Self-citationCentral bank digital currencies: Consumer data-driven sustainable operation management policy
Wang, Z.-A., Samuel, R.-N., Chen, X., Xu, B., & Huang, W. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.122867 · Cited by 37 · see citing works
Bhatnagr, P., Rajesh, A., & Misra, R. (2024) · International Journal of Quality and Service Sciences · doi:10.1108/ijqss-09-2023-0141 · Cited by 34 · see citing works
Digital economy and the electronic payment behavior: An empirical analysis
Dinh, D. V. (2024) · Transnational Corporation Review · doi:10.1016/j.tncr.2024.200078 · Cited by 34 · see citing works
User adoption of digital currency: A systematic review and future agenda using TCCM approach
Singh, V., & Yadav, M. K. (2024) · Central Bank Review · doi:10.1016/j.cbrev.2024.100183 · Cited by 27 · see citing works
Hazaea, S. A., Zhu, J., Khatib, S. F. A., & Elamer, A. A. (2022) · Meditari Accountancy Research · doi:10.1108/medar-01-2022-1584 · Cited by 27 · see citing works
Self-citationGupta, S., & Prusty, S. (2023) · Journal of Financial Services Marketing · doi:10.1057/s41264-023-00238-4 · Cited by 27 · see citing works
UPI and financial inclusion in rural India: A case study
Haque, M. I., Abdul Azeez, N. P., & Akhtar, S. M. J. (2025) · Development and sustainability in economics and finance. · doi:10.1016/j.dsef.2025.100056 · Cited by 25 · see citing works
Exploring tourist switching intention to halal tourism with the push-pull-mooring theory
Timur, Y. P., Ridlwan, A. A., Suryaningsih, S. A., Fikriyah, K., Susilowati, F. D., & Rofiqo, A. (2025) · Journal of Islamic marketing · doi:10.1108/jima-09-2024-0415 · Cited by 24 · see citing works
Shi, W., Rumokoy, F. S., & Frank, B. (2025) · Total Quality Management & Business Excellence · doi:10.1080/14783363.2025.2477169 · Cited by 24 · see citing works
Sunarsih, S., Hamdani, L., Rizal, A., & Yusfiarto, R. (2023) · Journal of Islamic accounting and business research · doi:10.1108/jiabr-12-2022-0333 · Cited by 24 · see citing works
Modelling cybersecurity impacts on digital payment adoption: A game theoretic approach
Aljaradat, A., Sarkar, G., & Shukla, S. K. (2024) · Journal of Economic Criminology · doi:10.1016/j.jeconc.2024.100089 · Cited by 22 · see citing works
Abbas, A. F., & Al-Lawati, E. H. (2025) · Journal of the International Council for Small Business · doi:10.1080/26437015.2025.2549059 · Cited by 21 · see citing works
Self-citationEsawe, A. T. (2022) · Paradigm A Management Research Journal · doi:10.1177/09718907221091717 · Cited by 21 · see citing works
Luo, J. M., Hu, Z., & Law, R. (2024) · International Journal of Hospitality Management · doi:10.1016/j.ijhm.2024.103721 · Cited by 20 · see citing works
Shishakly, R., Almaiah, M. A., Al-Otaibi, S. T., Lutfi, A., Alrawad, M., & Mulhem, A. A. A. (2023) · Multimodal Technologies and Interaction · doi:10.3390/mti7090092 · Cited by 19 · see citing works
Rahman, M. M., & Sadik, N. (2024) · Quality & Quantity · doi:10.1007/s11135-024-02037-y · Cited by 19 · see citing works
Influence of COVID-19 pandemic on the intention to adopt mobile payment systems in India
Raman, P., & Aashish, K. (2022) · Qualitative Market Research An International Journal · doi:10.1108/qmr-01-2022-0008 · Cited by 18 · see citing works
Evolution of Digital Payment Systems and a Breakthrough
Teker, S., Teker, D., & Orman, I. (2022) · Journal of Economics Management and Trade · doi:10.9734/jemt/2022/v28i1030452 · Cited by 17 · see citing works
Comparative analyses of digital payment methods from the pre and post COVID-19 perspective
Szumski, O. (2022) · Procedia Computer Science · doi:10.1016/j.procs.2022.09.530 · Cited by 17 · see citing works
Andaregie, A., Abebe, G. K., Gupta, P., Worku, G., Matsumoto, H., Astatkie, T., & Takagi, I. (2024) · Digital Business · doi:10.1016/j.digbus.2024.100092 · Cited by 17 · see citing works
Hazaea, S. A., Al‐Matari, E. M., Khatib, S. F. A., Albitar, K., & Zhu, J. (2023) · SAGE Open · doi:10.1177/21582440231202332 · Cited by 16 · see citing works
Self-citationElsheikh, T., Almaqtari, F. A., Farhan, N. H. S., Mishra, N., & Ettish, A. A. (2024) · Journal of Governance and Regulation · doi:10.22495/jgrv13i3art14 · Cited by 16 · see citing works
Tomanguillo, N. D. P. P., Gonzales, T. V. P., León-Ramírez, S. V., Fasabi, J. B., Bardalez, C. D. R., Apaza, R. D. G., & Tomanguillo, S. L. P. (2024) · Publications · doi:10.3390/publications12040034 · Cited by 16 · see citing works
What drives Millennials and Generation Z to adopt cryptocurrency for hotel payments?
Moon, J., Erdem, M., Özdemir, Ö., Kim, H. L., & Anlamlier, E. (2025) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-12-2023-1936 · Cited by 15 · see citing works
A Systematic Literature Review of Digital Payments
Chauhan, Y., & Sharma, P. (2024) · Metamorphosis · doi:10.1177/09726225241257730 · Cited by 12 · see citing works
How Perceived Security Influences Continuance Intention to Use Mobile Wallet
Aprilia, C., & Amalia, R. (2022) · JURNAL MINDS Manajemen Ide dan Inspirasi · doi:10.24252/minds.v9i2.30083 · Cited by 11 · see citing works
Aljabali, R. N., Ahmad, N., & Khatib, S. F. A. (2025) · International Journal of Pharmaceutical and Healthcare Marketing · doi:10.1108/ijphm-08-2024-0081 · Cited by 10 · see citing works
Self-citationDuc, A., Ha, D. L., Nguyen, A. T., Le, M. D., Nguyen, M. H., & Dang, A. Q. (2025) · Cogent Business & Management · doi:10.1080/23311975.2025.2557966 · Cited by 10 · see citing works
Ly, B., Ly, R., & Ma, S. (2025) · Future Business Journal · doi:10.1186/s43093-025-00681-w · Cited by 8 · see citing works
Cybersecurity governance: A scoping review
Albalas, T., Modjtahedi, A., & Abdi, R. (2022) · International Journal of Professional Business Review · doi:10.26668/businessreview/2022.v7i4.e629 · Cited by 8 · see citing works
Digital Payment Adoption: Review of Literature
Colline, F., Furinto, A., & Rano Kartono, M. (2022) · International Conference on Industrial Engineering and Operations Management (IEOM) · doi:10.46254/in02.20220496 · Cited by 8 · see citing works
Exploring the Success Factors of Smart City Adoption via Structural Equation Modeling
Alkdour, T., Almaiah, M. A., Shishakly, R., Lutfi, A., & Alrawad, M. (2023) · Sustainability · doi:10.3390/su152215915 · Cited by 8 · see citing works
Current Status of Market Mavens Research: A Literature Review
Abbas, A. F., Jusoh, A., Mas’od, A., Sahi, A. M., & Khatib, S. F. A. (2022) · Emerging Science Journal · doi:10.28991/esj-2023-07-01-019 · Cited by 7 · see citing works
Self-citationDigital Payments Trust in Latin America and the Caribbean
Rubio, J., & Tulcanaza-Prieto, A. B. (2025) · Economies · doi:10.3390/economies13050140 · Cited by 6 · see citing works
SYSTEMATIC LITERATURE REVIEW AND BIBLIOMETRIC ANALYSIS ON ADOPTION OF DIGITAL PAYMENTS
Gaur, P., & Saxena, A. (2025) · Jurnal Ilmiah Ilmu Terapan Universitas Jambi|JIITUJ| · doi:10.22437/jiituj.v9i2.40667 · Cited by 6 · see citing works
Shifting Perceptions and Behaviors: The Impact of Digitalization on Banking Services
Ionașcu, A. E., Bocanet, V. I., Asaloș, N., Lazăr, C., Spătariu, E. C., Barbu, C. A., & Nancu, D. (2025) · Journal of theoretical and applied electronic commerce research · doi:10.3390/jtaer20040295 · Cited by 6 · see citing works
Extended Technology Acceptance Model for Digital Wallet Usage
Lee, W. Q., & Thoo, A. C. (2022) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v12-i8/14416 · Cited by 6 · see citing works
Han, H., Ayalew, Z. A., Kim, S., Quan, W., Lho, L. H., Jung, I., & Al‐Ansi, A. (2024) · Current Issues in Tourism · doi:10.1080/13683500.2024.2413665 · Cited by 6 · see citing works
The role of acquaintances' characteristics in shaping digital payment technology
Nyakurukwa, K., Seetharam, Y., & Chipeta, C. (2025) · Finance research letters · doi:10.1016/j.frl.2025.106976 · Cited by 6 · see citing works
Mapping the evolution of agricultural E-commerce: insights from a bibliometric study
Jusoh, A., Abbas, A. F., Khatib, S. F. A., & Hassan, A. A. G. (2025) · Cogent Social Sciences · doi:10.1080/23311886.2025.2553224 · Cited by 6 · see citing works
Self-citationErbuğa, G. S., & ÜNAL, C. (2026) · Borsa Istanbul Review · doi:10.1016/j.bir.2026.100840 · Cited by 5 · see citing works
Domingo, M. A. K. A., Bernadas, A. G. P., Maiquez, J. D. P., Ong, A. K. S., & Magana, M. C. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.105426 · Cited by 5 · see citing works
Cultivating Digital Pathways: A Systematic Review of e-Commerce Adoption in Asian Agriculture
Jusoh, A., Abbas, A. F., Yazid, M. H. A., Latip, H. B. A., & Hussin, A. R. C. (2025) · Journal of Agricultural & Food Information · doi:10.1080/10496505.2025.2553282 · Cited by 5 · see citing works
Self-citationA Review of the Adoption of Digital Payments by Spaza Shops in Cape Town
Dieman, R. V., & den Berg, C. L. V. (2023) · IST-Africa Conference (IST-Africa) · doi:10.23919/ist-africa60249.2023.10187756 · Cited by 5 · see citing works
Assessing the global landscape of entrepreneurial universities: A bibliometric perspective
Ajee, S. H., Abbas, A. F., Keshwan, A. J., & Khatib, S. F. A. (2025) · Industry and Higher Education · doi:10.1177/09504222251397497 · Cited by 4 · see citing works
Self-citationA thematic and bibliometric analysis of trends and future directions in da’wah research
Godal, M. M., Idris, A. R., Yani, Z., Murtadlo, M. N., Munawiroh, M., Ta’rif, T., Saepudin, J., Junaedi, E., & Bahri, S. (2026) · Cogent Arts and Humanities · doi:10.1080/23311983.2026.2620838 · Cited by 4 · see citing works
Deciphering the growth of digital payment adoption: an extensive SPAR-4 bibliometric exploration
Jain, V., & Jain, N. (2024) · Global Knowledge, Memory and Communication · doi:10.1108/gkmc-05-2024-0296 · Cited by 4 · see citing works
Indrijawati, A., ., M., Arham, Damayanti, S., & Muhammad, W. (2024) · JURNAL ECONOMIC RESOURCE · doi:10.57178/jer.v7i2.1011 · Cited by 3 · see citing works
Evolving Landscape of Digital Technology Adoption: Theoretical Shifts & Future Trajectories
Parul Sharma, D. O. P. W. (2025) · Journal of Informatics Education and Research · doi:10.52783/jier.v5i3.3256 · Cited by 3 · see citing works
A Cross-Country Study on Digital Payment Considering Cultural Dimensions
Malaquias, R. F., Malaquias, F. F. D. O., & Hwang, Y. (2024) · Information Systems Management · doi:10.1080/10580530.2024.2332194 · Cited by 3 · see citing works
Anggraeni, E., Normasyhuri, K., & Kurniawan, M. (2024) · KnE Social Sciences · doi:10.18502/kss.v9i16.16266 · Cited by 3 · see citing works
Fahmi, A. R., & Fauzan, F. (2024) · Jurnal EMT KITA · doi:10.35870/emt.v8i4.3012 · Cited by 3 · see citing works
Andrade, M. Á., Braga, R. M. Q. L., Tavares, A. D. N., & Marques, R. C. (2025) · Sustainability · doi:10.3390/su17041348 · Cited by 3 · see citing works
Modelling Digital Banking Adoption Using the Technology Acceptance Model
Aliza, N., Rahim, N. F. A., & Ramayah, T. (2025) · Advances in economics, business and management research/Advances in Economics, Business and Management Research · doi:10.2991/978-94-6463-666-6_4 · Cited by 3 · see citing works
Central bank digital money (CBDM) uses among patrons in hospitality and tourism
Han, H., Ayalew, Z. A., Kim, S., Quan, W., Jarumaneerat, T., Quan, L., & Jin, M. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.105465 · Cited by 3 · see citing works
Systemic literature review digital transformation of SMEs using e-payment
Respatiningsih, H., & Arini, A. (2023) · AIP conference proceedings · doi:10.1063/5.0120486 · Cited by 3 · see citing works
E-Wallet Usage Intention in Selangor, Malaysia
Sudhashini Nair, N. J., & Sudhashini Nair, N. J. (2023) · Journal of Hunan University Natural Sciences · doi:10.55463/issn.1674-2974.50.4.2 · Cited by 3 · see citing works
The Modern Scientific Proofs and their Authenticity in Criminal Evidence: Literature Review
Khalifa, O. A. A., Yaacob, A. C., & Masri, I. S. (2023) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v13-i2/15635 · Cited by 3 · see citing works
Understanding of important factors for the adoption of Digital Payments
Singhania, D., & Tanty, G. (2023) · Asian Journal of Management · doi:10.52711/2321-5763.2023.00027 · Cited by 3 · see citing works
DIGITAL PAYMENT IN RURAL GUJARAT- AN EMPIRICAL EVIDENCE FOR ATMANIRBHAR BHARAT
Shah, D., & Bhatt, C. J. (2023) · International Journal of Management Public Policy and Research · doi:10.55829/ijmpr.v2i1.102 · Cited by 3 · see citing works
Tan, E. D. D., & Quintilla, M. G. (2025) · American Journal of Economics and Business Innovation · doi:10.54536/ajebi.v4i2.4027 · Cited by 2 · see citing works
Diaz, J. (2025) · International Journal of Management Knowledge and Learning · doi:10.53615/2232-5697.14.161-178 · Cited by 2 · see citing works
Unveiling entrepreneurial marketing: a bibliometric journey from inception
Abbas, A. F., & Tiberius, V. (2025) · Journal of Small Business & Entrepreneurship · doi:10.1080/08276331.2025.2605372 · Cited by 2 · see citing works
Self-citationCorporate Responsibility and Crisis Response in Wellness Tourism: a Bibliometric Approach
Abbas, A. F., Bayram, G. E., Raza, A., Moroojo, A. W., & Rãdulescu, M. (2026) · Journal of the Knowledge Economy · doi:10.1007/s13132-026-03152-x · Cited by 2 · see citing works
Self-citationMuhammed, Y. F. (2024) · Twejer · doi:10.31918/twejer.2473.56 · Cited by 2 · see citing works
Barriers to Using Mobile Payment Technology
Sahi, A. M., Khalid, H. B., & Abbas, A. F. (2022) · Springer eBooks · doi:10.1007/978-981-19-6509-8_14 · Cited by 2 · see citing works
Self-citationUnderstanding Customer Intention to Use E-Payment for Online Shopping
Nordin, N. M., Talib, N. A. C., Hasbullah, N. N., Harun, H., Mastor, S. H., & Ramly, F. A. (2023) · Information Management and Business Review · doi:10.22610/imbr.v15i3(i).3544 · Cited by 2 · see citing works
PERSEPSI MASYARAKAT TERHADAP PEMBAYARAN DIGITAL PADA TRANSPORTASI UMUM
Jabar, H. A. (2023) · JMTS Jurnal Mitra Teknik Sipil · doi:10.24912/jmts.v6i3.24889 · Cited by 2 · see citing works
Hakim, S., Rahajuni, D., & Zakaria, R. A. (2024) · Journal of Economics Research and Policy Studies · doi:10.53088/jerps.v4i3.1264 · Cited by 2 · see citing works
Sun, H., & Ke, Q. (2025) · Aslib Journal of Information Management · doi:10.1108/ajim-10-2024-0779 · Cited by 2 · see citing works
Cubizpay: Information System In Credit Union
Yusuf, R., & Paranoan, S. (2024) · International Journal of Accounting and Management Research · doi:10.30741/ijamr.v5i1.1239 · Cited by 2 · see citing works
Transformation of the retail payment system in the context of digitalization
Lazareva, N. A., Zaytseva, I. G., & Михайловна, З. Е. (2022) · Economics and Management · doi:10.35854/1998-1627-2022-6-606-614 · Cited by 1 · see citing works
Factors Influencing Intentions to Use Mobile Payments: An Entrepreneurial Perspective
Zainab, S., Sarwar, M. A., & Usop, R. (2024) · Journal of Entrepreneurship and Business Venturing · doi:10.56536/jebv.v4i1.75 · Cited by 1 · see citing works
Nuhiu, A., & Aliu, F. (2024) · Advances in information security, privacy, and ethics book series · doi:10.4018/979-8-3693-6859-6.ch006 · Cited by 1 · see citing works
Sharma, S., Gola, K. R., Ujjawal, N., & Bagar, V. K. (2025) · MUDRA Journal of Finance and Accounting · doi:10.17492/jpi.mudra.v12i1.1212508 · Cited by 1 · see citing works
AI-driven green supply chain management: a scientometric review of global research trends
Abbas, A. F., Fernando, Y., Chin, T. A., & Fahim, N. A. (2026) · International Journal of Systems Assurance Engineering and Management · doi:10.1007/s13198-026-03406-6 · Cited by 1 · see citing works
Self-citationZulvia, P., & Fitri, D. J. (2026) · Jurnal Ilmiah Ilmu Terapan Universitas Jambi|JIITUJ| · doi:10.22437/jiituj.v10i4.58209 · Cited by 1 · see citing works
How Performance Expectancy and Security Affect Continuance Intention on Gopay Users
Adetha, N., & Aprilia, C. (2023) · JURNAL ADMINISTRASI BISNIS · doi:10.14710/jab.v12i2.54097 · Cited by 1 · see citing works
Online Payment Systems: Prospects and Constraints in Developing Countries
John, U., John, N., & Sunday, Y. (2024) · IOSR Journal of Mobile Computing & Application · doi:10.9790/0050-11042533 · Cited by 1 · see citing works
Acceptance of Digital Payment in Rural India: Challenges Ahead
Ashok Kumar Asthana, A. A. (2025) · doi:10.52783/eel.v15i2.3175 · Cited by 1 · see citing works
The Role of Electronic Payment Methods in Enhancing Financial Inclusion
Huby, M. S. J., Ibrahim, L. A., & Abbas, A. A. (2025) · Central European Economic Journal · doi:10.2478/ceej-2025-0019 · Cited by 1 · see citing works
Self-citation
- Authors
- Sahi, A. M., Khalid, H., Abbas, A. F., & Khatib, S. F. A.
- Affiliations
- University of Wasit (IQ)
- University of Business and Technology (SA)
- University of Technology Malaysia (MY)
- Corresponding author
- Khatib, Saleh F.A.
- Venue
- Journal of Open Innovation: Technology, Market, and Complexity
- Publisher
- Elsevier BV
- Published
- 2021-12
- Volume
- 7
- Issue
- 4
- Pages
- 230
- ISSN
- 2199-8531 (ISSN-L)
- OpenAlex
- W3216549391
- Cited by
- 124
- References
- 144
- Citations by year
- 2026: 17 · 2025: 36 · 2024: 27 · 2023: 22 · 2022: 22
- FWCI
- 15.14
- 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 › Marketing › Consumer Behavior and Marketing Influence
- Keywords
- digital payment adoption, digital payments, technology acceptance, consumer adoption, sociocultural factors, adoption theory, mobile payment, internet adoption
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review