Cashless Society: Cluster Analysis of Electronic Payment Users in E-Commerce

Shiddiq Sugiono(1), Reninta Dewi Nugraheni(2),


(1) Center of Data and Information, National Research and Innovation Agency (BRIN), Jakarta
(2) Research Center for Economics of Industry, Services, and Trade, National Research and Innovation Agency (BRIN), Jakarta

Abstract

Due to its ability to allow multiple electronic transactions, e-commerce is one of the ecosystems that helps to create a cashless society. In order to have a general understanding of the development of the cashless society, it is necessary to investigate the characteristics of behavior that underpin cashless transactions in e-commerce in Indonesia. The goal of this study is to examine the characteristics of cashless payment method consumers in Indonesian e-commerce. K-Medoids analysis was used to classify the survey's 519 participants into various groups. The research shows that it is most appropriate to divide users of cashless payments in e-commerce into three groups. Generation Z who are employed are the primary features of the first group. The second is older Millennial Generation cluster characterized by older males in supervisory roles and higher expenses than other groups. The findings also indicate that Generation Z Early Adopters, third cluster, has begun adopting electronic transactions for security purposes. Additionally, each group agreed to adopt electronic transactions for easy of use reasons.

Keywords

Cashless Society, Cashless Transaction, E-Commerce, Cluster Analysis, K-Medoids

Full Text:

PDF

References

Abbas, A. E. (2017). Literature Review of a Cashless Society in Indonesia : Evaluating the Progress. International Journal of Innovation, Management and Technology, 8(3), 193–196. Doi: https://doi.org/10.18178/ijimt.2017.8.3.727.

Abdullah, N., Redzuan, F., & Daud, N. A. (2020). E-wallet: Factors influencing user acceptance towards cashless society in Malaysia among public universities. Indonesian Journal of Electrical Engineering and Computer Science, 20(1), 67–74. Doi: https://doi.org/10.11591/ijeecs.v20.i1.pp67-74.

Afaha, S. J. (2019). Electronic Payment Systems (E-payments) and Nigeria Economic Growth’, European Business & Management, 5(6), 77. Doi: https://doi.org/10.11648/j.ebm.20190506.11.

Ambadkar, S. V & Akarte, S. P. (2016). Clustering Categorical Data for Internet Security Applications. International Journal of Scientific and Technical Advancements, 2(1), 115–118.

APJII. (2022). Profil Internet Indonesia 2022. Available at: apji.or.id.

Ayuni, R. F. (2019) ‘The Online Shopping Habits and E-Loyalty of Gen Z As Natives in The Digital Era. Journal of Indonesian Economy and Business, 34(2), 168–184. Doi: https://doi.org/http://dx.doi.org/10.22146/jieb.39848.

Bagla, R. K., & Sancheti, V. (2018). Gaps in customer satisfaction with digital wallets: challenge for sustainability. Journal of Management Development, 37(6), 442–451. Doi: https://doi.org/10.1108/JMD-04-2017-0144.

Bank Indonesia. (2022). Sinergi dan Inovasi Kebijakan Untuk Menjaga Stabilitas Sistem Keuangan dan Mendukung Pertumbuhan Ekonomi. Available at: https://www.bi.go.id/id/publikasi/laporan/Documents/KSK__3922.pdf (Accessed: 30 January 2023).

Bank Indonesia. (2022). Statistik Sistem Pembayaran dan Infrastruktur Pasar Keuangan (SPIP) Oktober 2022.

Capgemini (2019) World Payments Report. Available at: https://www.europeanpaymentscouncil.eu/sites/default/files/inline-files/World-Payments-Report-2019.pdf (Accessed: 30 January 2023).

Chawla, D. & Joshi, H. (2020). Segmenting and Profiling Mobile Wallet Users in India Segmenting and Profiling Mobile Wallet Users in India. 0–9. Available at: https://aisel.aisnet.org/icis2020/implement_adopt/implement_adopt/2 (Accessed: 30 January 2023).

Datareportal. (2022). Digital 2022: Indonesia. Available at: https://datareportal.com/reports/digital-2022-indonesia?rq=indonesia.

Díaz, A. et al. (2020). Manufacturing cost prediction through data mining. Linear and Multilinear Algebra, 101–102. Doi: https://doi.org/10.1080/03081088208817433.

Do, N. B., Ninh, H. & Do, T. (2020). An investigation of Generation Z’s Intention to use Electronic Wallet in’, Journal of Distribution Science, 10(18–10), 89–99.

Eviana, V. & Saputra, A. J. (2022). Analisis Faktor-Faktor yang Memengaruhi Minat Penggunaan Sistem Pembayaran Pay Later. Jurnal Pendidikan Tambusai, 6(1), 1968–1977. Available at: https://jptam.org/index.php/jptam/article/view/3242 (Accessed: 30 January 2023).

Fabris, N. (2019). Cashless Society - The Future of Money or a Utopia?. Journal of Central Banking Theory and Practice, 8(1), 53–66. Doi: https://doi.org/10.2478/jcbtp-2019-0003.

Fachrudin, K. A. & Silalahi, A. S. (2022). A Study of the Use of Cashless Payments in Relation to Income, Financial Behavior, and Almsgiving Behavior in Sumatera, Indonesia. Proceedings of the Second International Conference on Public Policy, Social Computing and Development (ICOPOSDEV 2021), 642(Icoposdev 2021), 128–132. Doi: https://doi.org/10.2991/assehr.k.220204.021.

Firmandani, W. et al. (2021). Analysis of Indonesian Consumer Online Shopping Behavior During the Covid-19 Pandemic: A Shopee Case Study’, The International Journal of Business Review (The Jobs Review), 4(2), 191–202. Doi: https://doi.org/10.17509/tjr.v4i2.4052.

Hadi, T. S. et al. (2022). Faktor-Faktor yang Mempengaruhi Pembayaran Non Tunai Pada E-Commerce. Jurnal Ilmu Keuangan dan Perbankan, 11(2), 138–154. Doi: https://doi.org/10.34010/JIKA.V11I2.6036.

Hardhika, R. E. B., & Huda, A. M. (2021). Pengalaman Pengguna Paylater Mahasiswa di Surabaya. Available at: https://ejournal.unesa.ac.id/index.php/Commercium/article/view/41291

Hardianti, R. A., Permatasari, I., & Wahyuni, R. N. (2022). Paradigma Cashless Society Dan E-Commerce Di Indonesia, Keberhasilan Pemulihan Ekonomi Atau Euforia?. Jurnalku, 2(1), 44–53. Doi: https://doi.org/10.54957/jurnalku.v2i1.13.

Horbach, S. (2013). Advances in Sustainable and Competitive Manufacturing Systems. 23rd International Conference on Flexible Automation & Intelligent Manufacturing, 379–387. Doi: https://doi.org/10.1007/978-3-319-00557-7.

Jayani, D. H. (2021). Persentase Penduduk Indonesia Menurut Generasi, 2020. Available at: https://databoks.katadata.co.id/datapublish/2021/05/24/proporsi-populasi-generasi-z-dan-milenial-terbesar-di-indonesia.

Kaczmarek, M. (2022). Cash and Non-cash Payments for In-Store Purchases During the COVID-19 Pandemic – Similarities and Differences Between Generation X and Generation Y Consumers. Case of Poland BT - Modern Classification and Data Analysis’, in K. Jajuga, G. Dehnel, and M. Walesiak (eds) Conference of the Section on Classification and Data Analysis of the Polish Statistical Association. Cham: Springer International Publishing, 323–333. Available at: https://doi.org/https://doi.org/10.1007/978-3-031-10190-8_22.

Kraiwanit, T., Panpon, P., & Thimthong, S. (2019). ‘Cashless society in Thailand’, Review of Integrative Business and Economics Research, 8(4), 44–56. Available at: https://ssrn.com/abstract=3398225 (Accessed: 30 January 2023).

Lai, P. C. & Liew, E. J. Y. (2021). Towards a Cashless Society: The Effects of Perceived Convenience and Security on Gamified Mobile Payment Platform Adoption. Australasian Journal of Information Systems, 25, 1–25. Doi: https://doi.org/10.3127/AJIS.V25I0.2809.

Lee, R. J. et al. (2017). Relationships between the online and in-store shopping frequency of Davis, California residents’, Transportation Research Part A: Policy and Practice, 100, 40–52. Doi: https://doi.org/10.1016/j.tra.2017.03.001.

Liao, S. -H. & Ho, C. -H. (2021). Mobile Payment and Mobile Application (App) Behavior for Online Recommendations. Journal of Organizational and End User Computing, 33(6), 1–26. Doi: https://doi.org/10.4018/joeuc.20211101.oa2.

Liu, D. (2021). Exploring new factors effecting purchase intention of mobile commerce : trust and social benefit as mediators. International Journal of Mobile Communications, 17(1)(January 2019). Doi: https://doi.org/10.1504/IJMC.2019.096519.

Ls, D. et al. (2021). Analisis Klaster untuk Pengelompokkan Kabupaten/Kota di Provinsi Maluku Berdasarkan Indikator Pendidikan dengan Menggunakan Metode Ward. Jurnal Statistika dan Aplikasinya, 5(1), 51–60. Doi: https://doi.org/10.21009/jsa.05105.

Marlina, D. et al. (2018). Implementasi Algoritma K-Medoids dan K-Means untuk Pengelompokkan Wilayah Sebaran Cacat pada Anak. Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi, 4(2), 64. Doi: https://doi.org/10.24014/coreit.v4i2.4498.

Momentum Works (2021) Blooming ecommerce in Indonesia, Part 2.1 : Ecosystem - Payment. Available at: https://thelowdown.momentum.asia/country_sector/blooming-ecommerce-in-indonesia-part-2-3/?option=2021-indonesia&code=12408#.

Ninggar, A. D., & Anggraini, I. K. (2022). Analisis Faktor-Faktor Yang Mempengaruhi Generasi Z Dalam Konsumsi E-Wallet Saat Pandemi Covid-19 (Studi Pada Mahasiswa Aktif Program Sarjana Di Kota Malang). Jurnal Ilmiah Fokus Ekonomi, Manajemen, Bisnis & Akuntansi (EMBA), 1(2), 131–141. Doi: https://doi.org/10.34152/emba.v1i2.498.

Nurdin, N., & Basalamah, R. (2022). Pengaruh Persepsi Kemudahan dan Risiko Terhadap Minat Menggunakan Financial Technology (Fintech) Gopay Pada Generasi Milenial Di Kota Palu. Jurnal Ilmu Ekonomi dan Bisnis Islam, 4(1), 57–71. Doi: https://doi.org/10.24239/jiebi.v4i1.93.57-71.

Ong, H. B., & Chong, L. L. (2022). The effect of cashless payments on the internet and mobile banking. Journal of Financial Services Marketing, (0123456789), 2011–2020. Doi: https://doi.org/10.1057/s41264-022-00145-0.

Panda, D. K., Reddy, S., & Vaithianathan, S. (2022). Does the cashless transaction work? An analysis of policy challenges in an emerging economy’, Digital Policy, Regulation and Governance, 24(2), 179–198. Doi: https://doi.org/10.1108/DPRG-01-2021-0007.

Paramitha, N. M. A. M., & Mahyuni, L. P. (2022). Preferensi Generasi Milenial Dalam Menggunakan E-Wallet Di Kota Denpasar. E-Jurnal Ekonomi dan Bisnis Universitas Udayana, (May), 583. Doi: https://doi.org/10.24843/eeb.2022.v11.i05.p07.

Rahadi, R. A., Nainggolan, Y., & Afgani, K. F. (2022). Towards a cashless society : Use of electronic payment devices among generation Z’, International Journal of Data and Network Science, (January), 137–146. Doi: https://doi.org/10.5267/j.ijdns.2021.9.014.

Ramadani, L. (2016.) Pengaruh Penggunaan Kartu Debit dan Uang Elektronik (E-Money) Terhadap Pengeluaran Konsumsi Mahasiswa. JESP, 8(1).

Rizaldi, A., & Faruqi, F. A. (2020). Digital Wallet as a Transaction Media in The Community’, in IOP Conference Series: Materials Science and Engineering Paper. IOP Publishing. Doi: https://doi.org/10.1088/1757-899X/879/1/012001.

Rosita, R. (2020). Faktor Yang Mempengaruhi Perilaku Generasi Milenial Terhadap Keputusan Menggunakan Aplikasi Grabfood. Jurnal Lentera Bisnis, 9(1), 95. Doi: https://doi.org/10.34127/jrlab.v9i1.348.

Sari, W. E., Franz, A., & Sugiartawan, P. (2022). Deteksi Tingkat Kematangan Tandan Buah Segar Kelapa Sawit Dengan. Sintech Journal, 5(2), 154–164. Doi: https://doi.org/https://doi.org/10.31598.

Singh, N., & Sinha, N. (2020). Journal of Retailing and Consumer Services How perceived trust mediates merchant ’ s intention to use a mobile wallet technology. Journal of Retailing and Consumer Services, 52(March 2019), 101894. Doi: https://doi.org/10.1016/j.jretconser.2019.101894.

Supramono, Soegiono, L., & Franksiska, R. (2021). Study on Perception and Demographic Factors of Digital Financial Services (DFS). in The 1st International Conference on Family Business and Entrepreneurship, 12–21.

Sutarso, Y. et al. (2022). Understanding the attributes of digital wallet customers: Segmentation based on perceived risk during the Covid-19 pandemic. Jurnal Ekonomi dan Bisnis, 25(2), 381–400. Doi: https://doi.org/10.24914/jeb.v25i2.5676.

Umuhoza, E. et al. (2020). Using unsupervised machine learning techniques for behavioral-based credit card users segmentation in Africa. SAIEE Africa Research Journal, 111(3), 95–101. Doi: https://doi.org/10.23919/saiee.2020.9142602.

Utami, A. R. (2022). Persepsi Pengggunaan E-wallet OVO pada Generasi Z di Masa Pandemi Covid-19. MAMEN: Jurnal Manajemen, 1(3), 409–415. Doi: https://doi.org/10.55123/mamen.v1i3.828.

Yang, M. et al. (2021). Cashless transactions: A study on intention and adoption of e-wallets. Sustainability (Switzerland), 13(2), 1–18. Doi: https://doi.org/10.3390/su13020831.

Zhao, Z. (2019). Cashless Society: Consumer Perceived Value Propositions Of Mobile Payment. Tampere University. Available at: https://trepo.tuni.fi/bitstream/handle/10024/115548/ZhaoZheng.pdf?sequence=2&isAllowed=y.

Refbacks

  • There are currently no refbacks.




Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.