Journal of Information Systems and Business Technology
Vol 2 No 3 (2026): Journal of Information Systems and Business Technology

Analisis Segmentasi Produk Menggunakan Algoritma K-Means Clustering pada Dataset Tokopedia Product Reviews 2025

Bintang Maldini (Universitas Pamulang)
Muhammad Balad Al-Amin (Universitas Pamulang)
Adit Pradika Yoga Putra (Universitas Pamulang)



Article Info

Publish Date
28 Jun 2026

Abstract

The rapid growth of e-commerce in Indonesia, particularly on the Tokopedia platform, has generated a large volume of customer review data that can be utilized to support business decision-making. This study aims to develop product segmentation based on customer review characteristics using data mining techniques to support Business Intelligence in e-commerce marketplaces. The dataset used is the Tokopedia Product Reviews 2025 dataset from Kaggle, consisting of 5,521 unique products aggregated from the original review data. The study follows the CRISP-DM methodology, including Business Understanding, Data Understanding, Data Preparation, Modeling, Evaluation, and Deployment. Feature engineering was performed to generate analytical attributes, and the K-Means clustering algorithm was applied with the optimal number of clusters (k = 3), determined using the Elbow Method and Silhouette Score. The clustering results identified three product segments: High Quality (2,749 products), High Demand (one outlier product with exceptionally high sales), and High Volume (2,771 products). The resulting dataset was implemented as a Business Intelligence-ready dataset to support product performance monitoring and data-driven marketing strategy development.

Copyrights © 2026






Journal Info

Abbrev

jisbt

Publisher

Subject

Computer Science & IT Library & Information Science

Description

Journal of Information Systems and Business Technology (JISBT) adalah jurnal ilmiah yang didedikasikan khusus untuk pengembangan keilmuan di bidang Sistem Informasi. Jurnal ini menjadi wadah untuk penyebaran hasil penelitian, inovasi teknologi, serta pemikiran kritis yang berfokus pada penerapan dan ...