West Science Social and Humanities Studies
Vol. 2 No. 07 (2024): West Science Social and Humanities Studies

Enhancing Customer Experience in E-commerce through Lexicon and TextBlob Sentiment Analysis

Hartatik, Hartatik (Unknown)



Article Info

Publish Date
31 Jul 2024

Abstract

This study evaluates customer satisfaction in business and e-commerce using sentiment analysis based on Indonesian Lexicon and TextBlob. The method used in this study is an explorative quantitative approach with sentiment analysis techniques that compare the Lexicon and TextBlob methods in processing customer review data. The analysis results show the dominance of the neutral sentiment category, with Lexicon producing around 1400 neutral reviews, 1000 positive reviews, and less than 200 negative reviews, while TextBlob shows more than 2000 neutral reviews with less than 500 positive reviews and almost no negative reviews. These findings reveal that the Lexicon method is more sensitive in detecting positive sentiment than TextBlob, which tends to be conservative. The implication of this study is the importance of choosing the right sentiment analysis method to improve customer service strategies. With an accuracy score of 78.52%, precision of 68.11%, and F1-Score of 63.54%, this analysis provides practical insights into how companies can effectively interpret customer sentiment to improve service quality and overall customer satisfaction.

Copyrights © 2024






Journal Info

Abbrev

wsshs

Publisher

Subject

Humanities Economics, Econometrics & Finance Law, Crime, Criminology & Criminal Justice Public Health Social Sciences

Description

West Science Social and Humanities Studies is an academic journal that focuses on interdisciplinary research in the fields of social science, science, and humanities studies. The journal aims to present high-quality articles that make significant contributions to our understanding of society, ...