Journal of Development Research
Vol. 10 No. 1 (2026): Volume 10, Number 1, May 2026

Sentiment Analysis of Tokopedia Customer Reviews Using Decision Tree

Setyawan, Dimas Ari (Unknown)
Utomo, Prasetyo Yekti (Unknown)
Muarief, Ridho (Unknown)
Fauzi, Deni Nur (Unknown)
Muslima, Nur Hanifa (Unknown)



Article Info

Publish Date
30 May 2026

Abstract

This research aims to analyze the sentiment of clothing stores on the Tokopedia marketplace. The dataset comprises the top 13 clothing stores and star ratings ranging from 1 to 5, spanning the period from 2019 to 2024. The Decision Tree algorithm was implemented for the sentiment analysis process, employing three attribute splitting methods: Gini Index, Gain Ratio, and Information Gain. A total of 10,490 reviews were utilized and categorized into three sentiment classes: 4,018 reviews with 4 and 5-star ratings were classified as the positive sentiment class; 3,378 reviews with 3-star ratings as the neutral sentiment class; and 3,094 reviews with 1 and 2-star ratings as the negative sentiment class. The results of the Decision Tree modeling demonstrate that the highest performance was achieved using the Information Gain algorithm, yielding an accuracy rate of 44.23%.

Copyrights © 2026






Journal Info

Abbrev

JDR

Publisher

Subject

Civil Engineering, Building, Construction & Architecture Education Social Sciences

Description

Journal of Development Research, a journal runs by the Institute for Research and Community Services Universitas Nahdlatul Ulama Blitar. Journal facilitates publication of the results of research in the field of human and region development. The journal is published in two versions, the print and ...