Using the Apriori Algorithm to Identify Purchase Patterns for Enhancing Sales in Personal Shopper Services
DOI:
https://doi.org/10.59934/jaiea.v4i2.741Keywords:
Apriori Algorithm, Purchasing Patterns, Delivery Service, Data Mining, Marketing Strategy.Abstract
This research aims to explore the application of the Apriori algorithm in identifying purchasing patterns in the drop-off service industry in order to increase sales. Drop-off services often face challenges in designing effective marketing strategies due to limited understanding of customer purchasing behavior. In this study, the Apriori algorithm is applied to uncover recurring purchase patterns among customers, which are then used to develop more efficient marketing strategies. Customer transaction data is analyzed to find associations that reflect their purchasing preferences. The results show that the application of the Apriori algorithm successfully identifies patterns that can improve marketing strategies and, ultimately, increase sales. This research emphasizes the importance of applying data mining techniques to improve the performance of delivery services.
Downloads
References
I. H. Sigalingging and R. Harman, “Analisis Pola Pembelian Produk Menggunakan Algoritma Apriori Iska,” Build. Informatics, Technol. Sci., vol. 2, no. 1, pp. 17–22, 2020, [Online]. Available: https://ejurnal.seminar-id.com/index.php/bits/article/view/285
N. Sari, D., B. Soedijino, and A. Nasiri, “Penerapan Metode Algoritma Apriori untuk Menentukan Pola Pembelian Produk,” Sisfotenika, vol. 11, no. 1, pp. 1–13, 2020.
F. A. Sianturi, “Penerapan Algoritma Apriori Untuk Penentuan Tingkat Pesanan,” J. Mantik Penusa, vol. 2, no. 1, pp. 50–57, 2018, [Online]. Available: http://bowmasbow.blogspot.com/20
S. Sinaga and A. M. Husein, “Penerapan Algoritma Apriori dalam Data Mining untuk Memprediksi Pola Pengunjung pada Objek Wisata Kabupaten Karo,” J. Teknol. dan Ilmu Komput. Prima, vol. 2, no. 1, pp. 49–54, 2019, doi: 10.34012/jutikomp.v2i1.461.
Romdani and S. Rahmatullah, “Analisis Pola Pembelian Konsumen Menggunakan Algoritma Apriori Pada Data Transaksi Penjualan Apotek & Alkes 58,” J. Nas. Komputasi dan Teknol. Inf., vol. 5, no. 5, pp. 790–798, 2022, doi: 10.32672/jnkti.v5i5.4995.
N. Hadinata and Kurniawan, “Analisis Pola Pembelian Produk Makanan Ringan Menggunakan Algoritma Apriori,” J. SISFOKOM (Sistem Inf. dan Komputer), vol. 9, no. 1, pp. 537–546, Mar. 2023, doi: 10.37012/jtik.v9i1.1614.
S. Amanda, D. Setiawan, and L. Trisnawati, “Penerapan Algoritma Apriori Dalam Menganalisis Pola Minat Beli Konsumen Di Coffee Shop,” JEKIN - J. Tek. Inform., vol. 3, no. 1, pp. 25–32, 2023, doi: 10.58794/jekin.v3i1.483.
S. Komariyah, Saeful Anwar, and Bani Nurhakim, “Implementasi Data Mining FP-Growth Untuk Analisis Pola Pembelian Pada Transaksi Penjualan,” J. Manaj. Dan Bisnis Ekon., vol. 1, no. 2, pp. 62–75, 2023, doi: 10.54066/jmbe-itb.v1i2.128.
R. Destriyanah, K. Kaslani, E. Wahyudin, G. Dwilestari, and M. Mulyawan, “Penerapan Algoritma Fp-Growth Untuk Menentukan Pola Pembelian Makanan Di Warmindo,” JATI (Jurnal Mhs. Tek. Inform., vol. 8, no. 2, pp. 2159–2165, 2024, doi: 10.36040/jati.v8i2.8969.
A. Musaddad, O. Nurdiawan, and G. Dwilestari, “Penerapan Association Rule Menggunakan Frequent Pattern Growth Untuk Rekomendasi Produk Jersey Sepakbola,” J. Comput. Syst. Informatics, vol. 3, no. 3, pp. 100–105, 2022, doi: 10.47065/josyc.v3i3.1390.
R. Rismanto, L. Darmawan, and A. Prasetyo, “Penerapan Algoritma Apriori Dalam Menentukan Pola Pembelian Konsumen Di Kafe Hidden Toast and Float,” J. Teknol. Inf. dan Terap., vol. 4, no. 2, pp. 83–88, 2019, doi: 10.25047/jtit.v4i2.64.
R. Yudha, S., K. Auliasari, and Prasetya, P., R., “Penjualan Produk Bangunan,” J. Mhs. Tek. Inform., vol. 4, no. 1, pp. 154–161, 2020.
Andika, M., A., N. Suarna, and R. D. Dana, “Analisa Dataset Asosiasi Penjualan Menggunakan Metode FP-Growth,” J. Teknol. Ilmu Komput., vol. 2, no. 1, pp. 80–88, 2023, doi: 10.56854/jtik.v2i1.108.
I. Zulfa, R. Rayuwati, and K. Koko, “Implementasi data mining untuk menentukan strategi penjualan buku bekas dengan pola pembelian konsumen menggunakan metode apriori,” Tek. J. Sains dan Teknol., vol. 16, no. 1, p. 69, 2020, doi: 10.36055/tjst.v16i1.7601.
S. Aliyah, “Analisis Pola Pembelian Toys Dengan Menggunakan Metode Algoritma Apriori,” J. Sains Komput. Inform. (J-SAKTI, vol. 4, no. 2, pp. 472–478, 2020.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Journal of Artificial Intelligence and Engineering Applications (JAIEA)

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