Exploring halal tourism tweets on social media

Abstract This study explores tweets from Oct 2008 to Oct 2018 related to halal tourism. The tweets were extracted from twitter and underwent various cleaning processes. A total of 33,880 tweets were used for analysis. Analysis intended to (1) identify the topics users tweet about regarding halal tou...

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書誌詳細
出版年:Journal of Big Data
主要な著者: Ali Feizollah, Mohamed M. Mostafa, Ainin Sulaiman, Zalina Zakaria, Ahmad Firdaus
フォーマット: 論文
言語:英語
出版事項: SpringerOpen 2021-05-01
主題:
オンライン・アクセス:https://doi.org/10.1186/s40537-021-00463-5
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author Ali Feizollah
Mohamed M. Mostafa
Ainin Sulaiman
Zalina Zakaria
Ahmad Firdaus
author_facet Ali Feizollah
Mohamed M. Mostafa
Ainin Sulaiman
Zalina Zakaria
Ahmad Firdaus
author_sort Ali Feizollah
collection DOAJ
container_title Journal of Big Data
description Abstract This study explores tweets from Oct 2008 to Oct 2018 related to halal tourism. The tweets were extracted from twitter and underwent various cleaning processes. A total of 33,880 tweets were used for analysis. Analysis intended to (1) identify the topics users tweet about regarding halal tourism, and (2) analyze the emotion-based sentiment of the tweets. To identify and analyze the topics, the study used a word list, concordance graphs, semantic network analysis, and topic-modeling approaches. The NRC emotion lexicon was used to examine the sentiment of the tweets. The analysis illustrated that the word “halal” occurred in the highest number of tweets and was primarily associated with the words “food” and “hotel”. It was also observed that non-Muslim countries such as Japan and Thailand appear to be popular as halal tourist destinations. Sentiment analysis found that there were more positive than negative sentiments among the tweets. The findings have shown that halal tourism is a global market and not only restricted to Muslim countries. Thus, industry players should take the opportunity to use social media to their advantage to promote their halal tourism packages as it is an effective method of communication in this decade.
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spelling doaj-art-384db8f233fb400a99ebee1aaa07600f2025-08-19T19:05:37ZengSpringerOpenJournal of Big Data2196-11152021-05-018111810.1186/s40537-021-00463-5Exploring halal tourism tweets on social mediaAli Feizollah0Mohamed M. Mostafa1Ainin Sulaiman2Zalina Zakaria3Ahmad Firdaus4UM Halal Research Center, University of MalayaGulf University for Science and TechnologyUM Halal Research Center, University of MalayaUM Halal Research Center, University of MalayaFaculty of Computer Systems and Software Engineering, Universiti Malaysia PahangAbstract This study explores tweets from Oct 2008 to Oct 2018 related to halal tourism. The tweets were extracted from twitter and underwent various cleaning processes. A total of 33,880 tweets were used for analysis. Analysis intended to (1) identify the topics users tweet about regarding halal tourism, and (2) analyze the emotion-based sentiment of the tweets. To identify and analyze the topics, the study used a word list, concordance graphs, semantic network analysis, and topic-modeling approaches. The NRC emotion lexicon was used to examine the sentiment of the tweets. The analysis illustrated that the word “halal” occurred in the highest number of tweets and was primarily associated with the words “food” and “hotel”. It was also observed that non-Muslim countries such as Japan and Thailand appear to be popular as halal tourist destinations. Sentiment analysis found that there were more positive than negative sentiments among the tweets. The findings have shown that halal tourism is a global market and not only restricted to Muslim countries. Thus, industry players should take the opportunity to use social media to their advantage to promote their halal tourism packages as it is an effective method of communication in this decade.https://doi.org/10.1186/s40537-021-00463-5HalalHalal tourismSentiment analysisTwitterTopic modeling
spellingShingle Ali Feizollah
Mohamed M. Mostafa
Ainin Sulaiman
Zalina Zakaria
Ahmad Firdaus
Exploring halal tourism tweets on social media
Halal
Halal tourism
Sentiment analysis
Twitter
Topic modeling
title Exploring halal tourism tweets on social media
title_full Exploring halal tourism tweets on social media
title_fullStr Exploring halal tourism tweets on social media
title_full_unstemmed Exploring halal tourism tweets on social media
title_short Exploring halal tourism tweets on social media
title_sort exploring halal tourism tweets on social media
topic Halal
Halal tourism
Sentiment analysis
Twitter
Topic modeling
url https://doi.org/10.1186/s40537-021-00463-5
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