Almana : Jurnal Manajemen dan Bisnis
Vol 4 No 1 (2020): April

Service Quality Analysis of Online Travel Agencies (Ota) Using Multiclass Classification

Nadya Nurul Sepani Putri (Universitas Telkom)
Andry Alamsyah (Universitas Telkom)
Sri Widiyanesti (Universitas Telkom)



Article Info

Publish Date
20 Apr 2020

Abstract

The simplicity provided by Online Travel Agencies (OTA) does not always make customers feel satisfied. Sometimes the customers get some problems with the company services. This finally led customers to give their opinion on social media. Large numbers of data in social media are capable to be an information source for the company to get customer insight. This study aims to determine the quality of OTA services based on customer opinions on social media Twitter. The method used in this study is a multiclass classification with Naïve Bayes Classifier model. Furthermore, each opinion is classified into positive and negative sentiment groups. Multiclass classification results show that Traveloka’s service quality is not good enough because six of the seven dimensions of service quality tend to have a negative sentiment. While the quality of Tiket.com and Pegipegi services can be assumed to be quite good because three of the seven dimensions of service quality get the more positive sentiment.

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Journal Info

Abbrev

almana

Publisher

Subject

Decision Sciences, Operations Research & Management Economics, Econometrics & Finance

Description

Almana: Jurnal Manajemen dan Bisnis merupakan jurnal yang diperuntukkan agar dosen dan mahasiswa prodi manajemen dapat menuangkan karya ilmiah mereka melalui wadah jurnal ALMANA. Juga dapat menyerap karya ilmiah dosen dan mahasiswa dari luar perguruan tinggi ...