Antecedent Factors of Intention to Use Digital Wallets and the Moderating Role of Consumer Trust

Diah  Fitriani; Puji  Astuti

doi:10.55927/fjsr.v3i2.8127

Authors

Diah Fitriani Universitas Esa Unggul
Puji Astuti Universitas Esa Unggul

DOI:

https://doi.org/10.55927/fjsr.v3i2.8127

Keywords:

Digital Wallets, Role of Moderation, Consumer Trust

Abstract

The Covid 19 (Coronavirus Disease That Was Discovered In 2019) pandemic has encouraged people to have high digital literacy. Since entering the New Normal Era, people as buyers must also avoid and make transactions using cash and make more use of digital payments, one of which is through digital wallet platforms. The aim of this research is to explore the antecedent factors that influence the intensity of digital wallet use and also to look at the moderating role of customer trust. This research was conducted on 194 respondents who are digital wallet users. This research uses quantitative methods using covariance based structural equation modeling (SEM) analysis tools. The research sample was Gopay/OVO/Dana digital wallet users aged 17 to 45 years and had used digital wallets for at least 6 months. Several variables in this research were confirmed to be antecedent factors for the intensity of digital wallet use, where attitude was proven to have a positive influence on intention to use and of all the factors that influence attitude, perceived usefulness is the most dominant. Some of the recommendations from this study are to continue to increase the benefits that digital wallet users can experience so that they will improve attitudes to increase the intensity of payments using digital wallets

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References

Abu-Shanab, E. (2014). Antecedents of trust in e-government services: An empirical test in Jordan. Transforming Government: People, Process and Policy, 8(4), 480–499. https://doi.org/10.1108/TG-08-2013-0027

Adhiputra, M. W. (2015). Aplikasi Technology Acceptance Model Terhadap Pengguna Layanan Internet Banking. Jurnal Bisnis Dan Komunikasi, 2(1), 52–63.

Ahmad dkk. (2020). Reluctance to acceptance: Factors affecting e-payment adoption in Pakistan (The integration of TRI and TAM). SMART Journal of Business Management Studies, 16(2), 49. https://doi.org/10.5958/2321-2012.2020.00016.0

Ahmad, F., Pudjiarti, E., & Sari, E. P. (2021). Penerapan Metode Technology Readiness Index Untuk Mengukur Tingkat Kesiapan Anak Sekolah Dasar Melakukan Pembelajaran Berbasis Online Pada SD Muhammadiyah 09 Plus. JTIM : Jurnal Teknologi Informasi Dan Multimedia, 3(1), 21–31. https://doi.org/10.35746/jtim.v3i1.126

Ahmad, H., Butt, A. H., Khan, A., Shafique, M. N., & Nawaz, Z. (2020). Reluctance to Acceptance: Factor Affecting E-Payment Adoption in Pakistan (The Integration. SMART Journal of Business Management Studies, 16(2), 49–59. https://doi.org/10.5958/2321-2020.00016.0

Aji, H. M., Berakon, I., & Md Husin, M. (2020). COVID-19 and e-wallet usage intention: A multigroup analysis between Indonesia and Malaysia. Cogent Business and Management, 7(1). https://doi.org/10.1080/23311975.2020.1804181

Al-Maroof, R. S., Alhumaid, K., & Salloum, S. (2021). The continuous intention to use e-learning, from two different perspectives. Education Sciences, 11(1), 1–20. https://doi.org/10.3390/educsci11010006

Alaeddin, O., & Altounjy, R. (2018a). Trust, Technology Awareness and Satisfaction Effect into the Intention to Use Cryptocurrency among Generation Z in Malaysia. Article in International Journal of Engineering and Technology, November, 7–10. https://doi.org/10.14419/ijet.v7i4.29.21588

Alaeddin, O., & Altounjy, R. (2018b). Trust, Technology Awareness and Satisfaction Effect into the Intention to Use Cryptocurrency among Generation Z in Malaysia INVESTIGATING THE COMPETITION-STABILITY RELATIONSHIP IN DUAL BANKING SYSTEM View project Antecedents and Consequences of Individual. Article in International Journal of Engineering and Technology, November, 7–10. https://doi.org/10.14419/ijet.v7i4.29.21588

Alhamad, A. Q. M., Akour, I., Alshurideh, M., Al-Hamad, A. Q., Kurdi, B. Al, & Alzoubi, H. (2021). Predicting the intention to use google glass: A comparative approach using machine learning models and PLS-SEM. International Journal of Data and Network Science, 5(3), 311–320. https://doi.org/10.5267/j.ijdns.2021.6.002

Aryadhe, T., Suryani, A., & Sudiksa, I. B. (2018). Pengaruh Sikap Dan Norma Subjektif Terhadap Niat Beli Dan Keputusan Pembelian. E-Jurnal Manajemen Unud, 7(3), 1452–1480.

Awamleh, R., & Fernandes, C. (2005). Internet Banking : an empirical investigation into the extent of adoption by banks and the determinants of customer satisfaction in the United Arab Emirates. Journal of Internet Banking and Commerce, 10, 1–12.

Beldad, A. D., & Hegner, S. M. (2018). Expanding the Technology Acceptance Model with the Inclusion of Trust, Social Influence, and Health Valuation to Determine the Predictors of German Users’ Willingness to Continue using a Fitness App: A Structural Equation Modeling Approach. International Journal of Human-Computer Interaction, 34(9), 882–893. https://doi.org/10.1080/10447318.2017.1403220

Blut, M., & Wang, C. (2020). Technology readiness: a meta-analysis of conceptualizations of the construct and its impact on technology usage. Journal of the Academy of Marketing Science, 48(4), 649–669. https://doi.org/10.1007/s11747-019-00680-8

Bruner, G. C., & Kumar, A. (2005). Explaining consumer acceptance of handheld Internet devices. Journal of Business Research, 58(5), 553–558. https://doi.org/10.1016/j.jbusres.2003.08.002

Budi, A. S. L., Efendi, E., & Dahesihsari, R. (2013). Perceived Usefulness as Key Stimulus to the Behavioral Intention to Use 3G Technology. ASEAN Marketing Journal, 3(2). https://doi.org/10.21002/amj.v3i2.2025

Buyle, R., Van Compernolle, M., Vlassenroot, E., Vanlishout, Z., Mechant, P., & Mannens, E. (2018). “Technology readiness and acceptance model” as a predictor for the use intention of data standards in smart cities. Media and Communication, 6(4Theoretical Reflections and Case Studies), 127–139. https://doi.org/10.17645/mac.v6i4.1679

Çelik, H. E., & Yilmaz, V. (2011). Extending the technology acceptance model for adoption of e-shopping by consumers in Turkey. Journal of Electronic Commerce Research, 12(2), 152–164.

Chang, H. S., Lee, S. C., & Ji, Y. G. (2016). Wearable device adoption model with TAM and TTF. International Journal of Mobile Communications, 14(5), 518–537. https://doi.org/10.1504/IJMC.2016.078726

Chiu, W., & Cho, H. (2021). The role of technology readiness in individuals’ intention to use health and fitness applications: a comparison between users and non-users. Asia Pacific Journal of Marketing and Logistics, 33(3), 807–825. https://doi.org/10.1108/APJML-09-2019-0534

Cynthia Kumala, D., Wilson Pranata, J., Thio, S., Manajemen Perhotelan, P., & Bisnis dan Ekonomi Universitas Kristen Petra, F. (2020). Pada Generasi X Di Surabaya. Jurnal Manajemen Perhotelan, 6(1), 19–29. https://doi.org/10.9744/jmhot.6.1.19

Daragmeh, A., Sági, J., & Zéman, Z. (2021). Continuous intention to use e-wallet in the context of the covid-19 pandemic: Integrating the health belief model (hbm) and technology continuous theory (tct). Journal of Open Innovation: Technology, Market, and Complexity, 7(2). https://doi.org/10.3390/joitmc7020132

Darma, G. S., & Noviana, I. P. T. (2020). Exploring Digital Marketing Strategies During the New Normal Era in Enhancing the Use of Digital Payment. JurnalMantik, 4(3), 2257–2262. https://iocscience.org/ejournal/index.php/mantik%0AE-ISSN

David. (2000). The Relative Importance of Perceived Ease of Use in IS Adoption: A Study of E-Commerce Adoption. Journal of the Association for Information Systems, 1(1), 1–30. https://doi.org/10.17705/1jais.00008

Davis. (1989). Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. 13, 319–340.

Dinh, N. T., & Huy, V. T. (2022). Measuring Attitudes Toward Sponsor And Purchase Intention. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2049961

Djaelani, M. (2021). Social Community Participation in Household Waste Management. Journal of Social Science Studies (JOS3), 1(1), 37–39. https://doi.org/10.56348/jos3.v1i1.3

Do, N. B., & Do, H. N. T. (2020). An investigation of Generation Z’s Intention to use Electronic Wallet in Vietnam. Journal of Distribution Science, 18(10), 89–99. https://doi.org/10.15722/jds.18.10.202010.89

Effendy, F. (2021). Pengaruh Perceived of Benefit Terhadap Niat Untuk Menggunakan Layanan Dompet Digital Di Kalangan Milenial. Jurnal Interkom: Jurnal Publikasi Ilmiah Bidang Teknologi Informasi Dan Komunikasi, 15(2), 1–11. https://doi.org/10.35969/interkom.v15i2.87

Elizar, C., Indrawati, R., & Syah, T. Y. . (2020). Service Quality , Customer Satisfaction , Customer Trust , and Customer Loyalty in Service of Paediatric Polyclinic Over Private H Hospital of East Jakarta , Indonesia. Not Supported, 04(02), 105–111.

Emilia. (2021). Advanced Engineering and ScienceAnalysis of the Influence of Perceived Usefulness, Perceived Ease of Use and Attitude Toward Using Technology on Actual to Use Halodoc Application Using the Technology Acceptance Model (TAM) Method Approach. International Research Journal of Advanced Engineering and Science, 6(1), 135–140.

Ersaningtyas, A. P., & Susanti, E. D. (2019). Analisis pengaruh persepsi kemudahan, Persepsiresiko Dan Kualitas Informasi Terhadap Minat Menggunakan Rekening bersama shopee. Jurnal Bisnis Indonesia, 10(2), 185–198.

Farida, I., & Ardiansyah, W. (2022). Technology Acceptance Model Factors: Implications on Digital-Wallet on Interest to Buy in Franchise Business. Golden Ratio of Marketing and Applied Psychology of Business, 2(2), 147–157. https://doi.org/10.52970/grmapb.v2i2.139

Ferreira, J. B., da Rocha, A., & da Silva, J. F. (2014). Impacts of technology readiness on emotions and cognition in Brazil. Journal of Business Research, 67(5), 865–873. https://doi.org/10.1016/j.jbusres.2013.07.005

Fitri, D. Y., & Nisa, P. C. (2022). Pengaruh Trust, Word of Mouth Dan Repurchase Intention Terhadap Kepuasan Pelanggan Generasi Millennial Produk Minuman Street Boba. Jurnal Ecodemica : Jurnal Ekonomi Manajemen Dan Bisnis, 6(2), 236–249. https://doi.org/10.31294/eco.v6i2.12888

Flavian, C., Guinaliu, M., & Lu, Y. (2020). Mobile payments adoption – introducing mindfulness to better understand consumer behavior. International Journal of Bank Marketing, 38(7), 1575–1599. https://doi.org/10.1108/IJBM-01-2020-0039

Gia-Shie Liu, & Pham Tan Tai. (2016). A Study of Factors Affecting the Intention to Use Mobile Payment Services in Vietnam. Economics World, 4(6), 249–273. https://doi.org/10.17265/2328-7144/2016.06.001

Godoe, P., & Johansen, T. S. (2012). Understanding adoption of new technologies: Technology readiness and technology acceptance as an integrated concept. Journal of European Psychology Students, 3, 38. https://doi.org/10.5334/jeps.aq

Goudarzi, S., Ahmad, M. N., Soleymani, S. A., & Mohammadhosseini, N. (2013). Impact of Trust on Internet Banking Adoption: A Literature Review. Australian Journal of Basic and Applied Sciences, 7(7), 334–347.

Guilabert, M. B. (2005). ScholarWorks @ Georgia State University Attitudes Toward Consumer-Customized High-Tech Products : The Role of Perceived Usefulness , Perceived Ease of Use , Technology Readiness , and Customer Customization Sensitivity Attitudes Toward Consumer-Customized.

Hair Jr, J. F., Black, W. C., Babin, B. J., Anderson, R. E., Black, W. C., & Anderson, R. E. (2019). Multivariate Data Analysis (8th ed.). Annabel Ainscow. https://doi.org/10.1002/9781119409137.ch4

Halizah, S. N., Retnowati, E., Darmawan, D., Khayru, R. K., & Issalillah, F. (2022). Determinants of Customer Trust: A Study on Safety, Ease-of-use, and Perceived usefulness of Herbal Products of Kuku Bima Ener-G. Journal of Trends Economics and Accounting Research, 2(4), 86–92. https://doi.org/10.47065/jtear.v2i4.266

Hsu, S. H., Lee, F. L., & Wu, M. C. (2005). Designing action games for appealing to buyers. Cyberpsychology and Behavior, 8(6), 585–591. https://doi.org/10.1089/cpb.2005.8.585

Islami, M. M. (2021). Analisis Perceived Usefulness Dan Perceived Ease Of Use Terhadap Actual System Usage Melalui Attitude Toward Using (Studi Pada Pengguna Aplikasi Ruangguru Di Kota Makassar). 2013–2015.

Izogo, E. E., & Jayawardhena, C. (2018). Online shopping experience in an emerging e-retailing market. Journal of Research in Interactive Marketing, 12(2), 193–214. https://doi.org/10.1108/JRIM-02-2017-0015

Jayantari, I. A. A. U., & Seminari, N. K. (2018). Peran Kepercayaan Memediasi Persepsi Risiko Terhadap Niat Menggunakan Mandiri Mobile Banking Di Kota Denpasar. E-Jurnal Manajemen Universitas Udayana, 7(5), 2621. https://doi.org/10.24843/ejmunud.2018.v07.i05.p13

Jeng, M. Y., Pai, F. Y., & Yeh, T. M. (2022). Antecedents for Older Adults’ Intention to Use Smart Health Wearable Devices-Technology Anxiety as a Moderator. Behavioral Sciences, 12(4). https://doi.org/10.3390/bs12040114

Kaium, M. A., Bao, Y., Alam, M. Z., & Hoque, M. R. (2020). Understanding continuance usage intention of mHealth in a developing country. International Journal of Pharmaceutical and Healthcare Marketing, 14(2), 251–272. https://doi.org/10.1108/IJPHM-06-2019-0041

Kasuma, J., Razak, F. L. A., Omar, N., Naim, A. S., Naimullah, B. S. S., & Darma, D. C. (2020). Examining of Attitude of M-Commerce, Perceived Usefulness and Perceived Ease of Use towards Intention to Use M-Commerce: A Case of Grocery Shoppers in Kuching, Sarawak. Journal of Entrepreneurship and Business, 8(1), 71–84. https://doi.org/10.17687/jeb.0801.06

Khotimah, F. K. H., Fahmi, I., & Hartono, S. (2022). The Antecedents of Intention to Use Telemedicine. Journal of Consumer Sciences, 7(2), 97–114. https://doi.org/10.29244/jcs.7.2.97-114

Kinard, B. R., Capella, M. L., & Kinard, J. L. (2009). The impact of social presence on technology based self-service use: The role of familiarity. Services Marketing Quarterly, 30(3), 303–314. https://doi.org/10.1080/15332960902993593

Kiousis, S. (2002). Interactivity: A concept explication. New Media and Society, 4(3), 355–383. https://doi.org/10.1177/146144480200400303

Kirk, C. P. (2011). Digital Media: Issues of Effectiveness, Interactivity and Creativity: the Price of Interactivity: the Effect of Interactivity on Willingness To Pay More for Digital Information Products. AMA Summer Educators’ Conference Proceedings, 22(July), 345–346.

Kirk, C. P., Chiagouris, L., & Gopalakrishna, P. (2012). Some people just want to read: The roles of age, interactivity, and perceived usefulness of print in the consumption of digital information products. Journal of Retailing and Consumer Services, 19(1), 168–178. https://doi.org/10.1016/j.jretconser.2011.11.006

Kustono, A. S., Nanggala, A. Y. A., & Mas’ud, I. (2020). Determinants of the Use of E-Wallet for Transaction Payment among College Students. Journal of Economics, Business, & Accountancy Ventura, 23(1). https://doi.org/10.14414/jebav.v23i1.2245

Lai, P. (2017). the Literature Review of Technology Adoption Models and Theories for the Novelty Technology. Journal of Information Systems and Technology Management, 14(1), 21–38. https://doi.org/10.4301/s1807-17752017000100002

Laksana, G. B., Astuti, E. S., & Dewantara, R. Y. (2015). Pengaruh Persepsi Kemanfaatan, Persepsi Kemudahan Penggunaan, Persepsi Resiko Dan Persepsi Kesesuaian Terhadap Minat Menggunakan Mobile Banking ( Studi Pada Nasabah Bank Rakyat Indonesia ( BRI ) Kantor Cabang Rembang , Jawa Tengah ). Jurnal Administrasi Bisnis, 26(2), 1–8.

Malhotra, N. K., Lopes, E. L., & Veiga, R. T. (2014). Structural Equation Modeling With Lisrel: An Initial Vision. Revista Brasileira de Marketing, 13(2), 28–43. https://doi.org/10.5585/remark.v13i2.2698

Marzuki, M., Abdullah, D., Bahri, S., & Kamal, M. (2016). The Role of Perceived Interactivity, Perceived Ease of Use, Perceived Usefulness, and Perceived Enjoyment toward Intention to Use Online Mapping Service Applications An Integration of Graduate Competency Model for Hotel View project Hospitality Interactiv. December.

Moslehpour, M., Pham, V. K., Wong, W. K., & Bilgiçli, I. (2018). e-purchase intention of Taiwanese consumers: Sustainable mediation of perceived usefulness and perceived ease of use. Sustainability (Switzerland), 10(1). https://doi.org/10.3390/su10010234

Muliadi, A., & Mirawati, B. (2020). The Effect of Personal Attitude and Subjective Norm on Entrepreneurial Interest of Biology Education Students. Jurnal Penelitian Dan Pengkajian Ilmu Pendidikan: E-Saintika, 4(3), 342. https://doi.org/10.36312/e-saintika.v4i3.307

Nguyen, T. T. H. B. L., Nguyen, N., Nguyen, T. T. H. B. L., Phan, T. T. H., Bui, L. P., & Moon, H. C. (2019). Investigating Consumer Attitude and Intention. Foods, 8, 1–15.

Nugraha. (2021). JurnalBingkai Ekonomi. JBE Jurnal Bingkai Ekonomi, 6(2), 1–11.

Nurzanita, R., & Marlena, N. (2020). Pengaruh persepsi manfaat terhadap keputusan penggunaan gopay di surabaya dengan kepercayaan sebagai variabel intervening. AKUNTABEL: Jurnal Akuntansi Dan Keuangan, 17(2), 277–288.

Oğrak, A. (2022). Testing the structural validity of the model designed for perceived ease of use , perceived usefulness , trust , and intention to use Bitcoin with process macro Algılanan kullanım kolaylığı , algılanan fayda , güven ve Bitcoin macro ile test etme. 10, 399–411.

Ohk, K., Park, S.-B., & Hong, J.-W. (2015). The Influence of Perceived Usefulness, Perceived Ease of Use, Interactivity, and Ease of Navigation on Satisfaction in Mobile Application. 84(Business), 88–92. https://doi.org/10.14257/astl.2015.84.18

Ojo, A. O., Fawehinmi, O., Ojo, O. T., Arasanmi, C., & Tan, C. N. L. (2022). Consumer usage intention of electronic wallets during the COVID-19 pandemic in Malaysia. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2022.2056964

Panday, R. (2020). Dampak COVID19 Pada Kesiapan Teknologi dan Penerimaan Teknologi di Kampus. Jurnal Kajian Ilmiah, 1(1), 107–116. https://doi.org/10.31599/jki.v1i1.276

Pasaribu, Z. A., & Siregar, O. M. (2022). Pengaruh Consumer Trust dan E-Payment Terhadap Brand Trust pada Pengguna Tokopedia bagi Mahasiswa di Kota Medan. Journal Of Social Research, 1(6), 586–596. https://doi.org/10.55324/josr.v1i6.121

Petty, R. E., & Wegener, D. T. (1998). Attitude change: Multiple roles for persuasion variables. The Handbook of Social Psychology, 323–390.

Purba, M., Samsir, & Arifin, K. (2020). Pengaruh persepsi kemudahan penggunaan, persepsi manfaat dan kepercayaan terhadap kepuasan dan niat menggunakan kembali aplikasi ovo pada mahasiswa pascasarjana universitas riau. Jurnal Tepak Manajemen Bisnis, XII(1), 151–170. https://jtmb.ejournal.unri.ac.id/index.php/JTMB/article/download/7857/6788

Rafdinal, W., & Senalasari, W. (2021). Predicting the adoption of mobile payment applications during the COVID-19 pandemic. International Journal of Bank Marketing, 39(6), 984–1002. https://doi.org/10.1108/IJBM-10-2020-0532

Rahardyan, A. (2022). Riset Dompet Digital Terpopuler: OVO dan GoPay Dominan. https://finansial.bisnis.com/read/20220103/563/1484554/riset-dompet-digital-terpopuler-ovo-dan-gopay-dominan

Ramos, F. L., Ferreira, J. B., De Freitas, A. S., & Rodrigues, J. W. (2018). The effect of trust in the intention to use m-banking. Brazilian Business Review, 15(2), 175–191. https://doi.org/10.15728/bbr.2018.15.2.5

Raney, A. A., Arpan, L. M., PashuPati, K., & Brill, D. A. (2003). At the movies, on the web: An investigation of the effects of entertaining and interactive web content on site and brand evaluations. Journal of Interactive Marketing, 17(4), 38–53. https://doi.org/10.1002/dir.10064

Rawashdeh, A. M., Elayan, M. B., Alhyasat, W., & Shamout, M. D. (2021). Electronic Human Resources Management Perceived Usefulness, Perceived Ease of Use and Continuance Usage Intention: the Mediating Role of User Satisfaction in Jordanian Hotels Sector. International Journal for Quality Research, 15(2), 679–696. https://doi.org/10.24874/IJQR15.02-20

Romadloniyah. (2018). Pengaruh Persepsi Kemudahan Penggunaan, Persepsi Daya Guna, Persepsi Kepercayaan, Dan Persepsi Manfaat Terhadap Minat Nasabah Dalam Menggunaan E-Money Pada Bank Bri Lamongan. Jurnal Akuntansi, 3(3), 699. https://doi.org/10.30736/jpensi.v3i3.163

Saputra, R., & Semuel, H. (2013). Analisa Pengaruh Motivasi, Persepsi, Sikap Konsumen Terhadap Keputusan Pembelian Mobil Daihatsu Xenia di Sidoarjo. Jurnal Manajemen Pemasaran, 1(1), 1–12.

Saulina, A. R., & Syah, T. Y. R. (2018). How Service Quality Influence of Satisfaction and Trust Towards Consumer Loyalty in Starbucks Coffee Indonesia. Iarjset, 5(10), 11–19. https://doi.org/10.17148/iarjset.2018.5102

Tahar, A., Riyadh, H. A., Sofyani, H., & Purnomo, W. E. (2020). Perceived ease of use, perceived usefulness, perceived security and intention to use e-filing: The role of technology readiness. Journal of Asian Finance, Economics and Business, 7(9), 537–547. https://doi.org/10.13106/JAFEB.2020.VOL7.NO9.537

Tony Sitinjak, M. (2019). Pengaruh Persepsi Kebermanfaatan Dan Persepsi Kemudahan Penggunaan Terhadap Minat Penggunaan Layanan Pembayaran Digital Go-Pay. Jurnal Manajemen, 8(2), 27–39.

Tsai, T. H., Lin, W. Y., Chang, Y. S., Chang, P. C., & Lee, M. Y. (2020). Technology anxiety and resistance to change behavioral study of a wearable cardiac warming system using an extended TAM for older adults. PLoS ONE, 15(1), 1–24. https://doi.org/10.1371/journal.pone.0227270

Tyas, E. I., & Darma, E. S. (2017). Pengaruh Perceived Usefulness, Perceived Ease of Use, Perceived Enjoyment, dan Actual Usage Terhadap Penerimaan Teknologi Informasi: Studi Empiris Pada Karyawan Bagian Akuntansi dan Keuangan Baitul Maal Wa Tamwil Wilayah Daerah Istimewa Yogyakarta. Reviu Akuntansi Dan Bisnis Indonesia, 1(1), 25–35. https://doi.org/10.18196/rab.010103

Udayana, I. B. N., Cahya, A. D., & Aqdella, F. A. (2022). The Effect Of Perceived Usefulness, Perceived Ease Of Use On Behavioral Intention To Use Through The Intervening Attitude Toward Using Variables In The Study Of ShopeePay E-Wallet Services (Case study on ShopeePay Users in Yogyakarta). Journal of Applied Management and Business, 8(March), 29–40. https://www.questia.com/library/journal/1P3-1178660531/maslow-s-hierarchy-of-needs-does-it-apply-in-a-collectivist

Wardani, D. (2022). NIAT PENGGUNAAN FINTECH SISTEM PEMBAYARAN PADA KALANGAN MILENIUM DI MASA PANDEMI COVID-19.

Webster, J., & Ho, H. (1997). Audience Engagement in Multimedia Presentations. Data Base for Advances in Information Systems, 28(2), 63–77. https://doi.org/10.1145/264701.264706

Wida, yasa, & sukaatmadja. (2016). Aplikasi Model TAM (Technology Acceptance Model) Pada Perilaku Pengguna Instagram. 778–783.

Widyaningsih, S. W., Yusuf, I., Prasetyo, Z. K., & Istiyono, E. (2020). Online Interactive Multimedia Oriented to HOTS through E-Learning on Physics Material about Electrical Circuit. JPI (Jurnal Pendidikan Indonesia), 9(1), 1. https://doi.org/10.23887/jpi-undiksha.v9i1.17667

Wijaya, N. (2021). The Effect of Perceived Usefulness and Perceived Ease to Use on Intention to Use Online Applications in The Learning Process in Pandemic Era. Turkish Journal of Computer and Mathematics …, 12(8), 1276–1280. https://turcomat.org/index.php/turkbilmat/article/view/3053%0Ahttps://turcomat.org/index.php/turkbilmat/article/download/3053/2625

Wilson, N., Keni, K., & Tan, P. H. P. (2021). The role of perceived usefulness and perceived ease-of-use toward satisfaction and trust which influence computer consumers’ loyalty in china. Gadjah Mada International Journal of Business, 23(3), 262–294. https://doi.org/10.22146/gamaijb.32106

Wirya, Y. H., & Syah, T. Y. R. (2022). Consumer Product Involvement, Attitude and Cognition Towards Ad, and Perceived Value Concerning Purchase Intentions. JDM (Jurnal Dinamika Manajemen), 13(2), 173–184.

Wu, B., & Chen, X. (2017). Continuance intention to use MOOCs: Integrating the technology acceptance model (TAM) and task technology fit (TTF) model. Computers in Human Behavior, 67, 221–232. https://doi.org/10.1016/j.chb.2016.10.028

Yang, fan, & Shen, fuyuan. (2018). Effects of Web Interactivity: A Meta-Analysis. Communication Research, 45(5), 635–658. https://doi.org/10.1177/0093650217700748

Yang, C., Yan, S., Wang, J., & Xue, Y. (2022). Flow Experiences and Virtual Tourism: The Role of Technological Acceptance and Technological Readiness. Sustainability (Switzerland), 14(9), 1–18. https://doi.org/10.3390/su14095361

Yang, M., Al Mamun, A., Mohiuddin, M., Nawi, N. C., & Zainol, N. R. (2021). Cashless transactions: A study on intention and adoption of e-wallets. Sustainability (Switzerland), 13(2), 1–18. https://doi.org/10.3390/su13020831

Yee, B., & Faziharudean, T. M. (2010). Factors Affecting Customer Loyalty of Using Internet Banking in Malaysia. Journal of Electronic Banking Systems, 2010, 1–22. https://doi.org/10.5171/2010.592297

Yoo, J. (2021). The mediating role of resistance to innovative technology between the characteristics of innovative technology and sustainable use of innovative payment service. Sustainability (Switzerland), 13(19). https://doi.org/10.3390/su131910984

Yuliati, L. N., Dradjat, H. A., & Simanjuntak, M. (2020). Online bike: Role of perceived technology, perceived risk, and institution-based trust on service usage via online trust. Cogent Business and Management, 7(1). https://doi.org/10.1080/23311975.2020.1798067

Zhang, L., Zhu, J., & Liu, Q. (2012). A meta-analysis of mobile commerce adoption and the moderating effect of culture. Computers in Human Behavior, 28(5), 1902–1911. https://doi.org/10.1016/j.chb.2012.05.008