Perceived Ease of Use, Usefulness, and Risk on Actual E-wallet Usage Through Intention Among FISIP Students
DOI:
https://doi.org/10.32832/jm-uika.v17i2.21496Keywords:
Perceived Ease of Use, Perceived Usefulness, Perceived Risk, Intention to Use, Actual Usage e-wallet, e-walletAbstract
The rapid growth of the digital economy has transformed consumer behavior, especially in adopting financial technologies such as e-wallets. This study examines the influence of perceived ease of use, perceived usefulness, and perceived risk on actual e-wallet usage through behavioral intention among students of the Faculty of Social and Political Sciences, Mulawarman University. The Technology Acceptance Model (TAM) is employed as the theoretical foundation, integrating perceived risk as an external variable to explain behavioral variations. A quantitative approach using Structural Equation Modeling–Partial Least Square (SEM–PLS) with SmartPLS 4 was applied. The sample consisted of 100 respondents, determined through Slovin’s formula with a 10% margin of error. Data were collected using a structured questionnaire with a five-point Likert scale. The results show that perceived ease of use (t = 4.744; p = 0.000) and perceived usefulness (t = 3.392; p = 0.001) significantly and positively affect behavioral intention, while perceived risk (t = 1.915; p = 0.056) has a negative but insignificant effect. Behavioral intention significantly affects actual use (t = 5.187; p = 0.000), confirming its mediating role. However, the direct effects of ease, usefulness, and risk on actual use are insignificant. The study reaffirms TAM’s relevance and suggests including moderating factors such as trust or digital literacy. Practically, e-wallet providers should improve usability, clarify benefits, and strengthen security to encourage continued use.
References
Afolo, S. C. M., & Dewi, N. N. S. R. T. (2022). Minat Mahasiswa Akuntansi Untrim Sebagai Pengguna E-Wallet Dengan Mempertimbangkan Persepsi Kemanfaatan, Persepsi Kemudahan, Dan Persepsi Kepercayaan. KRISNA: Kumpulan Riset Akuntansi, 13(2), 267–277. https://doi.org/10.22225/kr.13.2.2022.267-277
Ajzen, I., & Fishbein, M. (1975). Belief, attitude, intention and behavior: An introduction to theory and research.
Anggraeni, R. (2015). Pengaruh Persepsi Kemudahan Penggunaan dan Persepsi Kegunaan Terhadap Niat Untuk Menggunakan dan Penggunaan Aktual Layanan Jejaring Sosial Berbasis Lokasi (Studi pada Mahasiswa Fakultas Ekonomi dan Bisnis Universitas Brawijaya Malang). Management and Business Economics Journal, 45–52.
Davis, F. D., Bagozzi, R. P., & Warshaw, P. R. (1989). Technology acceptance model. J Manag Sci, 35(8), 982–1003.
Desita, W., & Dewi, G. A. K. R. S. (2022). Pengaruh Persepsi Kemanfaatan, Persepsi Kemudahan Penggunaan, Persepsi Risiko, Promosi dan Fitur Layanan terhadap Minat Menggunakan Transaksi Non Cash pada Aplikasi Dompet Elektronik (E-Wallet). Jurnal Akuntansi Profesi, 13(1), 115–124.
Fazriansyah, F., Sari, N. A., & Mawardi, M. (2022). Apakah persepsi kemudahan penggunaan dan persepsi kegunaan berpengaruh terhadap niat untuk menggunakan dan penggunaan aktual pada aplikasi pembayaran digital? Jurnal Manajemen, 14(2), 271–283. https://doi.org/10.30872/jmmn.v14i2.11126
Ghozali, I. (2014). Structural Equation Modeling: Metode Alternatif dengan Patrial Least Squares (PLS) (Edisi 4) (4th ed.). Badan Penerbit Universitas Diponegoro.
Ghozali, I. (2021). Partial least squares: konsep, teknik, dan aplikasi menggunakan program SmartPLS 3.2. 9 untuk penelitian empiris.
Hair, J. F. (2014). A primer on partial least squares structural equation modeling (PLS-SEM). sage.
Hair, J. F., Astrachan, C. B., Moisescu, O. I., Radomir, L., Sarstedt, M., Vaithilingam, S., & Ringle, C. M. (2021). Executing and interpreting applications of PLS-SEM: Updates for family business researchers. Journal of Family Business Strategy, 12(3), 100392.
Ipsos. (2020). Evolusi Industri Dompet Digital. https://www.ipsos.com/sites/default/files/ct/news/documents/2020-02/ipsos_media_conferennce_-_e-wallet_-_id_0.pdf
Jogiyanto. (2007). Sitem Informasi Keperilakuan. Yogyakarta : Andi, 2007.
Khaira, M. (2021). Analisis Penyebab Rendahnya Penggunaan Dompet Elektronik (E-Wallet).
Palupi, R. (2015). Penelitian lanjutan dapat melakukan studi jangka panjang untuk melihat perkembangan persepsi dan perilaku penggunaan e-wallet dari waktu ke waktu, serta faktor-faktor yang memengaruhi keberlanjutan penggunaan teknologi ini.
Pavlou, P. A. (2003). Consumer acceptance of electronic commerce: Integrating trust and risk with the technology acceptance model. International Journal of Electronic Commerce, 7(3), 101–134.
Priambodo, S., & Prabawani, B. (2016). PENGARUH PERSEPSI MANFAAT, PERSEPSI KEMUDAHAN PENGGUNAAN, DAN PERSEPSI RISIKO TERHADAP MINAT MENGGUNAKAN LAYANAN UANG ELEKTRONIK (Studi Kasus pada Masyarakat di Kota Semarang). Jurnal Ilmu Administrasi Bisnis, 5(2), 127–135. https://ejournal3.undip.ac.id/index.php/jiab/article/view/11294
Rohman, A. N., Mukhsin, M., & Ganika, G. (2023). Technology Acceptance Model in Analyzing Actual Use of E - Commerce Tokopedia Indonesia. Jurnal Ekonomi Manajemen Akuntansi Keuangan Bisnis Digital, 2(1), 25–36.
S, H. (2016). Metode SEM Untuk Penelitian Manajemen dengan AMOS LISREL PLS. PT. Intermedia Personalia Utama. https://repository.umy.ac.id/bitstream/handle/123456789/12640/e bookk%0A _3in1.pdf?sequence=11&isAllowed=y
Syaidatina Aisyah, N. (2023). Pengaruh Manfaat, Kemudahan Penggunaan, dan Risiko yang Dirasakan Terhadap Keputusan Pembelian Aktual pada Aplikasi Bibit. COMSERVA Indonesian Jurnal of Community Services and Development, 2(12), 2942–2951. https://doi.org/10.59141/comserva.v2i12.709
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
Vernando, R. F., Frederica, D., Theodora, C., Saputera Harefa, V., Sherly, & Theodora, C. (2022). Tingkat Efektifitas Regulasi dan Sistem Keamanan Terhadap Penurunan Keresahan Pengguna E-wallet. Jurnal Buana Akuntansi, 7(2), 179–190. https://doi.org/10.36805/akuntansi.v7i2.2037
visa.co.id. (2024). Budaya Cashless Marak di Indonesia Seiring Penggunaan Uang Tunai yang Terus Menurun. https://www.visa.co.id/about-visa/newsroom/press-releases/nr-id-240319.html
Wijayanto, A., & Jogiyanto. (2019). Konsep dan Aplikasi PLS (Partial Least Square) Untuk Penelitian Empiris. Fakultas Ekonomi, Universitas Gajah Mada.
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