The Effect of E-Commerce on Gross Regional Domestic Product and Clustering of Its Characteristics by Utilizing Official Statistics and Big Data
DOI:
https://doi.org/10.14414/jebav.v27i1.4136Keywords:
GRDP, E-commerce, Cluster, Big data, Google trendsAbstract
The objective of this study is to examine the impact of e-commerce on Gross Regional Domestic Product (GRDP) and categorize GRDP according to e-commerce features in 17 provinces throughout Java, Sumatra, and Bali. The Human Development Index (HDI), which measures people's proficiency with technology—among which is e-commerce—is greatest on these three islands. This study makes use of big data in the form of Google Trends data as well as official statistics data obtained from the BPS-Statistics Indonesia. K-means clustering and regression analysis are the research methods employed. The study's findings demonstrate that the three islands' GDP growth rates are considerably accelerated by e-commerce companies. There were two ideal clusters identified: the low and high GRDP clusters. All of the provinces on the island of Java are included in the high cluster, with the exception of Central Java, which is distinguished by high transaction values and e-commerce-related keyword searches. Provinces in the low cluster are located on the Indonesian islands of Sumatra and Bali, and they are distinguished by the usage of Cash on Delivery (COD) and a limited number of employees in e-commerce businesses.References
Adwendi, S. J., & Kartiasih, F. (2016). Penggunaan Error Correction Mechanism dalam Analisis Pengaruh Investasi Langsung Luar Negeri Terhadap Pertumbuhan Ekonomi Indonesia. Statistika: Journal of Theoretical Statistics and Its Applications, 16(1), 17–27. https://doi.org/10.29313/jstat.v16i1.1767
Anuj, K., Fayaz, F., & Kapoor, M. N. (2018). Impact of E-Commerce in Indian Economy. IOSR Journal of Business and Management (IOSR-JBM), 20(5), 59–71. https://doi.org/10.9790/487X-2005065971
Arifin, S. R., & Fadllan. (2021). Pengaruh Indeks Pembangunan Manusia (IPM) dan Tingkat Pengangguran Terhadap Pertumbuhan Ekonomi di Provinsi Jawa Timur Tahun 2016-2018. IQTISHADIA Jurnal Ekonomi & Perbankan Syariah, 8(1), 38–59. https://doi.org/10.19105/iqtishadia.v8i1.4555
Aula, N. K., & Suharto, S. (2021). Pengaruh e-commerce terhadap Produk Domestik Bruto Indonesia. Jurnal Kebijakan Ekonomi Dan Keuangan, 1(1), 39–48. https://doi.org/10.20885/jkek.vol1.iss1.art4
Awalluddin, A. ., & Taufik, I. (2017). Analisis Cluster Data Longitudinal pada Pengelompokan Daerah Berdasarkan Indikator IPM di Jawa Barat. Prosiding Seminar Nasional Metode Kuantitatif, 978, 187–194. https://jurnal.fmipa.unila.ac.id/snmk/article/view/2077/1518
Benri, M., Metisen, H., & Latipa, S. (2015). Analisis Clustering Menggunakan Metode K-Means Dalam Pengelompokkan Penjualan Produk Pada Swalayan Fadhila. Jurnal Media Infotama, 11(2), 110–118. https://core.ac.uk/download/pdf/287160954.pdf
BPS. (2019). Statistik E-Commerce 2019. In Badan Pusat Statistik. https://www.bps.go.id/publication/2019/12/18/fd1e96b05342e479a83917c6/statistik-e-commerce-2019.html
Dianary, R. G. F. (2018). Pengaruh E-commerce terhadap Pertumbuhan Ekonomi Indonesia. Bina Ekonomi, 22(1), 43–62.
Fernández-Portillo, A., Almodóvar-González, M., & Hernández-Mogollón, R. (2020). Impact of ICT development on economic growth. A study of OECD European Union countries. Technology in Society, 63(April). https://doi.org/10.1016/j.techsoc.2020.101420
Giswandhani, M., & Hilmi, A. Z. (2020). Pengaruh Kemudahan Transaksi Non-Tunai Terhadap Sikap Konsumtif Masyarakat Kota Makassar. Jurnal Ilmu Komunikasi, 9(2), 239–250.
Haji, K. (2021). E-commerce development in rural and remote areas of BRICS countries. Journal of Integrative Agriculture, 20(4), 979–997. https://doi.org/10.1016/S2095-3119(20)63451-7
Hawari, R., & Kartiasih, F. (2017). Kajian Aktivitas Ekonomi Luar Negeri Indonesia Terhadap Pertumbuhan Ekonomi Indonesia Periode 1998-2014. Media Statistika, 9(2), 119. https://doi.org/10.14710/medstat.9.2.119-132
Jamaludin, K. R. (2022). Dampak Ketersediaan Kurir Online Terhadap Peningkatan Penjualan Usaha Kuliner Di Masamba (Studi Kasus Pelaku Usaha Makan Dan Minum). Jurnal Ekonomi Pembangunan.
Karina, D., Alfiyatus Sa’diyah, S., Nabilah, H., & Panorama, M. (2021). Pengaruh Perusahaan Startup Terhadap Pertumbuhan Ekonomi Indonesia Selama Pandemi Covid-19. Berajah Journal, 2(1), 156–166. https://doi.org/10.47353/bj.v2i1.69
Kartiasih, F. (2019a). Dampak Infrastruktur Transportasi Terhadap Pertumbuhan Ekonomi di Indonesia Menggunakan Regresi Data Panel. Jurnal Ilmiah Ekonomi Dan Bisnis, 16(1), 67–77. https://doi.org/10.31849/jieb.v16i1.2306
Kartiasih, F. (2019b). Transformasi Struktural dan Ketimpangan Antardaerah di Provinsi Kalimantan Timur. INOVASI: Jurnal Ekonomi, Keuangan Dan Manajemen, 15(1), 105–113. https://doi.org/https://doi.org/10.30872/jinv.v15i1.5201
Kartiasih, F., Djalal Nachrowi, N., Wisana, I. D. G. K., & Handayani, D. (2023). Inequalities of Indonesia’s regional digital development and its association with socioeconomic characteristics: a spatial and multivariate analysis. Information Technology for Development, 29(2–3), 299–328. https://doi.org/10.1080/02681102.2022.2110556
Kartiasih, F., Nachrowi, N. D., Wisana, I. D. G. K., & Handayani, D. (2023a). Potret Ketimpangan Digital dan Distribusi Pendapatan di Indonesia: Pendekatan Regional Digital Development Index (1st ed.). UI Publishing.
Kartiasih, F., Nachrowi, N. D., Wisana, I. D. G. K., & Handayani, D. (2023b). Towards the quest to reduce income inequality in Indonesia: Is there a synergy between ICT and the informal sector? Cogent Economics & Finance, 11(2), 1–18. https://doi.org/10.1080/23322039.2023.2241771
Kartiasih, F., & Setiawan, A. (2020). Aplikasi Error Correction Mechanism dalam Analisis Dampak Pertumbuhan Ekonomi, Konsumsi Energi dan Perdagangan Internasional Terhadap Emisi CO2 di Indonesia. Media Statistika, 13(1), 104–115. https://doi.org/10.14710/medstat.13.1.104-115
Khotimah, D. R. K. (2021). Economic Growth and E-Commerce: Potential for Digitizing SMSEs in East Java. East Java Economic Journal, 5(2), 183–203. https://doi.org/10.53572/ejavec.v5i2.69
Kusumasari, A., & Kartiasih, F. (2017). Aglomerasi Industri dan Pengaruhnya Terhadap Pertumbuhan Ekonomi Jawa Barat 2010-2014. Jurnal Aplikasi Statistika & Komputasi Statistik, 9(2), 28–41. https://doi.org/https://doi.org/10.34123/jurnalasks.v9i2.143
Mahir, P. (2015). Klasifikasi Jenis-Jenis Bisnis E-Commerce. Jurnal Neo-Bis, 9(2), 32–40. https://doi.org/10.21107/nbs.v9i2.1271%0A
Mashalah, H. Al, Hassini, E., Gunasekaran, A., & Bhatt (Mishra), D. (2022). The impact of digital transformation on supply chains through e-commerce: Literature review and a conceptual framework. Transportation Research Part E: Logistics and Transportation Review, 165(August), 102837. https://doi.org/10.1016/j.tre.2022.102837
Maulana, A., Arjun, N. R., Akbar, F., Suryanti Ayu, N., & Firmansyah, H. (2021). Peran E-Commerce di Tengah Pandemi terhadap Gaya Hidup Masyarakat Indonesia Masa Kini. Journal of Education and Technology, 1(1), 55–61. http://jurnalilmiah.org/journal/index.php/jet
Muñoz-Villamizar, A., Velázquez-Martínez, J. C., Haro, P., Ferrer, A., & Mariño, R. (2021). The environmental impact of fast shipping e-commerce in inbound logistics operations: A case study in Mexico. Journal of Cleaner Production, 283. https://doi.org/10.1016/j.jclepro.2020.125400
Nasution, E. Y., Hariani, P., Hasibuan, L. S., & Pradita, W. (2020). Perkembangan Transaksi Bisnis E-Commerce terhadap Pertumbuhan Ekonomi di Indonesia. Jesya, 3(2), 506–519. https://doi.org/10.36778/jesya.v3i2.227
Ningsih, Y. P., & Kartiasih, F. (2019). Dampak Guncangan Pertumbuhan Ekonomi Mitra Dagang Utama terhadap Indikator Makroekonomi Indonesia. Jurnal Ilmiah Ekonomi Dan Bisnis, 16(1), 78–92. https://doi.org/https://doi.org/10.31849/jieb.v16i1.2307
Nizar, C., Hamzah, A., & Syahnur, S. (2013). Pengaruh Investasi Dan Tenaga Kerja Terhadap Pertumbuhan Ekonomi Serta Hubungannya Terhadap Tingkat Kemiskinan Di Indonesia. Jurnal Ilmu Ekonomi, 1(2), 1–8.
Nugraha, D. D. C., Naimah, Z., Fahmi, M., & Setiani, N. (2014). Klasterisasi Judul Buku dengan Menggunakan Metode K-Means. Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Yogyakarta, 21(1), 1907–5022.
Pantelimon, F.-V., Georgescu, T. M., & Posedaru, B.-S. (2020). The Impact of Mobile e-Commerce on GDP: A Comparative Analysis between Romania and Germany and How Covid-19 Influences the e-Commerce Activity Worldwide. Informatica Economica, 24(2/2020), 27–41. https://doi.org/10.24818/issn14531305/24.2.2020.03
Pujianto, A., Mulyati, A., & Novaria, R. (2018). Pemanfaatan Big Data Dan Perlindungan Privasi Konsumen di Era Ekonomi Digital. Majalah Ilmiah Bijak, 15(2), 127–137. https://doi.org/10.31334/bijak.v15i2.201
Purnaningrum, E., & Ariqoh, I. (2019). Google Trends Analytics Dalam Bidang Pariwisata. Majalah Ekonomi, 24(2), 232–243. https://doi.org/10.36456/majeko.vol24.no2.a2069
Putri, A. S., & Zakaria, R. (2020). Analisis Pemetaan E-Commerce Terbesar di Indonesia Berdasarkan Model Kekuatan Ekonomi Digital. Seminar Dan Konferensi Nasional IDEC, November, 1–14.
Siregar, A. M. (2019). Pengelompokan Bidang Laju Pertumbuhan Ekonomi Indonesia Menggunakan Algoritma K-Means. Jurnal Accounting Information System (AIMS), 2(2), 140–151. https://doi.org/10.32627/aims.v2i2.342
Subian, A. R., Mulkan, D. A., Ahmady, H. H., & Kartiasih, F. (2024). Comparison Methods of Machine Learning and Deep Learning to Forecast The GDP of Indonesia. SISTEMASI: Jurnal Sistem Informasi, 13(1), 149–166. https://doi.org/10.32520/stmsi.v13i1.3445
Totleben, B., & Kuźmar, S. (2022). Big Data Applications in Economics: Is Google Trends Data Really Useful in Economic Nowcasting? Ekonomiczne i polityczne uwarunkowania upadłości państw View project The use of Big Data in economic nowcasting and forecasting View project Big Data Applicatio. November. https://doi.org/10.13140/RG.2.2.13000.96007
Van Loon, P., Deketele, L., Dewaele, J., McKinnon, A., & Rutherford, C. (2015). A comparative analysis of carbon emissions from online retailing of fast moving consumer goods. Journal of Cleaner Production, 106(2015), 478–486. https://doi.org/10.1016/j.jclepro.2014.06.060
Yulianti, D. T., Damayanti, D., & Prastowo, A. T. (2021). Pengembangan Digitalisasi Perawatan Kesehatan Pada Klink Pratama Sumber Mitra Bandar Lampung. Jurnal Teknologi Dan Sistem Informasi (JTSI), 2(2), 32–39. http://jim.teknokrat.ac.id/index.php/JTSI
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Journal of Economics, Business, & Accountancy Ventura
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.