Implementasi Algoritma Apriori Untuk Pola Pembelian Bundling Pada UMKM Berbasis Website

Authors

  • Alya putri Fahriza Hasibuan Universitas Islam Negeri Sumatera Utara, Medan
  • Triase Triase Universitas Islam Negeri Sumatera Utara, Medan

DOI:

https://doi.org/10.30865/jurikom.v12i4.8663

Keywords:

Apriori Algorithm, Bundling, Purchasing Patterns, MSME, Website

Abstract

The rapid development of the digital era encourages the utilization of information technology to enhance the efficiency and competitiveness of MSMEs, including Bumie Belepot. Problems in the sales system, which is still manual and lacks a bundling feature, have led to unstable transactions and long queues. This study aims to develop a website-based system that applies bundling strategies to increase the number of transactions and improve customer satisfaction. The Apriori method is used to analyze customer purchasing patterns based on transaction data from January 2024 to January 2025, with a minimum support threshold of 60%. The analysis results identified five itemset 3 combinations with strong correlations between menu items, such as Bumie Belepot – Mie Ayam Bakar – Lemon Tea and Mie Ayam Bakar – Teh Manis – Lemon Tea, which are considered potential bundling options. Unlike previous studies, this research not only focuses on analyzing association patterns but also develops a website-based system equipped with bundling features, order management, and sales data reports. The system design utilizes UML modeling to describe the website's structure and workflow in detail. With this approach, the research is expected to improve operational efficiency, customer satisfaction, and the competitiveness of Bumie Belepot in the culinary industry.

References

R. Riinawati, “The Development of Information Technology and Its Influence on the Field of Management Accounting,” J. Financ. Tax, vol. 1, no. 2, pp. 131–149, 2022, doi: 10.52421/fintax.v1i2.167.

P. L. Putri and B. Widadi, “Peran Inovasi dalam Pengembangan Model Bisnis UMKM di Era Digital,” Maeswara J. Ris. Ilmu Manaj. dan Kewirausahaan, vol. 2, no. 4, pp. 180–189, 2024, doi: 10.61132/maeswara.v2i4.1113.

T. Triase, R. Al Ikhsan, and P. I. J. Hasibuan, “E-Commerce Untuk Meningkatkan Penjualan Pada Umkm Solo Fried Chicken Berbasis Website Php Native,” JUTECH J. Educ. Technol., vol. 5, no. 1, pp. 20–34, 2024, doi: 10.31932/jutech.v5i1.3170.

Sofia Zahra, Zyhan Risty Andini, Leoni Sabrilina Putri, and Mansur Keling, “Menggali Potensi Kewirausahaan di Era Digital: Tantangan dan Peluang,” Maeswara J. Ris. Ilmu Manaj. dan Kewirausahaan, vol. 2, no. 1, pp. 54–63, 2023, doi: 10.61132/maeswara.v2i1.592.

Erwin et al., MANAJEMEN PEMASARAN (Teori dan Strategi), no. April. 2024. [Online]. Available: https://www.researchgate.net/publication/379927743

A. Fiillian, S. Putra, H. F. Qishas, and Y. P. Purnama, “Algoritma Apriori Untuk Strategi Bundling ( Studi Kasus : Sevendays Coffee Shop , Cilegon . Banten ),” no. November, 2024.

F. R. Jufri, S. Defit, and G. W. Nurcahyo, “Jurnal KomtekInfo Penerapan Algoritma Apriori dalam Menentukan Pola Penjualan,” vol. 11, no. 4, pp. 363–370, 2024, doi: 10.35134/komtekinfo.v11i4.583.

M. Surur, H. Saputro, and N. Azizah, “Implementasi Algoritma Apriori Dalam Menentukan Pola Pembelian (Cap N Chris Café & Resto Jepara) Berbasis Web,” J. Inf. Syst. Comput., vol. 2, no. 2, pp. 36–45, 2022, doi: 10.34001/jister.v2i2.393.

M. A. Akrom and L. C. Munggaran, “Penerapan Metode ADDIE dalam Membangun Sistem Informasi Manajemen Aset Berbasis Web pada Unit Kerja Khusus Pusat Pengembangan Kedokteran Indonesia,” J. Teknol. Sist. Inf. dan Apl., vol. 7, no. 3, pp. 1080–1089, 2024, doi: 10.32493/jtsi.v7i3.41849.

Z. Gustina, A. Husnayayin, D. Eka, and C. Dewi, “Karakteristik, Langkah-Langkah, Research And Development, Pendidikan,” vol. 09, pp. 490–501, 2024.

M. A. Fikri and Triase, “Aplikasi Pengolahan Data Bantuan Zakat Pada Baznas Provsu Berbasis Android,” J. Comput. Inf. Technol., vol. 7, no. 2, pp. 83–93, 2024.

M. W. Qasthari and R. Kurniawan, “Penggunaan Algoritma K-Means Clustering untuk Mengelompokkan Pemain Berdasarkan Gaya Bermain Pada Battle Royale Call of Duty Mobile,” Futur. Acad. J. Multidiscip. Res. Sci. Adv., vol. 2, no. 3, pp. 280–292, 2024, doi: 10.61579/future.v2i3.177.

G. Prihandono and M. T. Amir, “Implementasi Teknologi Informasi dalam Meningkatkan Efisiensi Organisasi dan Daya Saing Perusahaan,” J. Econ. Bus. UBS, vol. 13, no. 2, pp. 577–587, 2024, doi: 10.52644/joeb.v13i2.1556.

Y. A. A. Gea and Muhamad Alda, “Sistem Informasi Pelaporan Perkembangan Pasien (SI-PELPASI) berbasis Mobile Android,” Edumatic J. Pendidik. Inform., vol. 8, no. 1, pp. 319–328, 2024, doi: 10.29408/edumatic.v8i1.25938.

Y. Anis, A. B. Mukti, and A. N. Rosyid, “Penerapan Model Waterfall Dalam Pengembangan Sistem Informasi Aset Destinasi Wisata Berbasis Website,” Media Online), vol. 4, no. 2, pp. 1134–1142, 2023, doi: 10.30865/klik.v4i2.1287.

F. Adetya, “The ABC Laundry Service Information System based on Web using SDLC Method,” vol. 1, no. 2, 2024.

S. Saefudin and S. DN, “Penerapan Data Mining Dengan Metode Algoritma Apriori Untuk Menentukan Pola Pembelian Ikan,” JSiI (Jurnal Sist. Informasi), vol. 6, no. 2, p. 36, 2019, doi: 10.30656/jsii.v6i2.1587.

E. Febrivani and R. Winanjaya, “Penerapan Data Mining Asosiasi Pada Persediaan Obat,” J. Ilmu Komput. dan …, vol. 3, no. 3, pp. 354–365, 2021, [Online]. Available: http://ejournal.sisfokomtek.org/index.php/jikom/article/view/141%0Ahttp://ejournal.sisfokomtek.org/index.php/jikom/article/download/141/133

J. Fredy and R. Harman, “Perancangan Sistem Informasi Persediaan Stok Barang Pada Gudang Pt Bank Negara Indonesia Persero (Tbk),” J. Comasie, vol. 05, no. 02, pp. 81–89, 2021.

S. Ramdany, “Penerapan UML Class Diagram dalam Perancangan Sistem Informasi Perpustakaan Berbasis Web,” J. Ind. Eng. Syst., vol. 5, no. 1, 2024, doi: 10.31599/2e9afp31.

D. Andrean, M. Fitrah, and A. Harahap, “Rancang Bangun Sistem Perjalanan Dinas Pada Pegawai BPKAD Kota Binjai,” vol. 2, no. 1, pp. 10–19, 2025.

Additional Files

Published

2025-08-20

How to Cite

Fahriza Hasibuan, A. putri, & Triase, T. (2025). Implementasi Algoritma Apriori Untuk Pola Pembelian Bundling Pada UMKM Berbasis Website . JURNAL RISET KOMPUTER (JURIKOM), 12(4), 577–588. https://doi.org/10.30865/jurikom.v12i4.8663