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Forecasting the Impact of Gross Domestic Product (GDP) on International Tourist Arrivals to Langkawi, Malaysia: A PostCOVID-19 Future

Author

Listed:
  • Hasrina Mustafa

    (School of Communication, Universiti Sains Malaysia, Penang 11800, Malaysia)

  • Fahri Ahmed

    (School of Communication, Universiti Sains Malaysia, Penang 11800, Malaysia)

  • Waffa Wahida Zainol

    (Langkawi Development Authority, LADA Complex, Jalan Persiaran Putra 07000, Malaysia)

  • Azlizan Mat Enh

    (Research Center for History, Politics and International Affairs, Faculty of Social Sciences and Humanities, Universiti Kebangsaan Malaysia, Bangi 43600, Malaysia)

Abstract

This research first aims to forecast tourist arrivals to Langkawi, Malaysia from its top three source markets, namely, China, Saudi Arabia, and the United Kingdom, between 2020 and 2022. Using the annual gross domestic product (GDP) growth of those three countries, the study seeks to investigate the impact of GDP on tourist arrivals from these countries to Langkawi in the context of post-COVID-19 scenarios. The study uses expert modelers, namely, ARIMA models and Holt’s linear models, to find the best fit model. Then, linear regression analysis was conducted to assess the impact of GDP on tourist arrivals in Langkawi from the said three countries. The results from the Holt linear model predicted a significant increase in the number of tourist arrivals from China and Saudi Arabia from 2020–2022. In contrast, the number of forecasted tourist arrivals from the United Kingdom would be on a decreasing trend from 2020–2022. It is also predicted that GDP growth will influence the tourist arrival trends from China and Saudi Arabia, but not for UK tourists. In other words, a speedy rate of recovery in the number of tourists from the UK to Langkawi is forecasted for once international travel restrictions are lifted, as the world eases into the post-pandemic period.

Suggested Citation

  • Hasrina Mustafa & Fahri Ahmed & Waffa Wahida Zainol & Azlizan Mat Enh, 2021. "Forecasting the Impact of Gross Domestic Product (GDP) on International Tourist Arrivals to Langkawi, Malaysia: A PostCOVID-19 Future," Sustainability, MDPI, vol. 13(23), pages 1-16, December.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:23:p:13372-:d:693799
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    References listed on IDEAS

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    1. Anya M. McGuirk & Paul Driscoll & Jeffrey Alwang, 1993. "Misspecification Testing: A Comprehensive Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 75(4), pages 1044-1055.
    2. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    3. Pérez-Rodríguez, Jorge V. & Ledesma-Rodríguez, Francisco & Santana-Gallego, María, 2015. "Testing dependence between GDP and tourism's growth rates," Tourism Management, Elsevier, vol. 48(C), pages 268-282.
    4. Vesna Karadzic & Bojan Pejovic, 2021. "Inflation Forecasting in the Western Balkans and EU: A Comparison of Holt-Winters, ARIMA and NNAR Models," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 23(57), pages 517-517.
    5. Ting Fan & Bo Pu & Samart Powpaka & Liaogang Hao, 2019. "The Impact of Disaster of a National Airline on the Nation’s Tourism: An Empirical Investigation," Sustainability, MDPI, vol. 11(5), pages 1-20, February.
    6. Kamarul Ariffin MANSOR & Wan Irham ISHAK, 2015. "Forecasting Tourist Arrivals To Langkawi Island Malaysia," CrossCultural Management Journal, Fundația Română pentru Inteligența Afacerii, Editorial Department, issue 1, pages 69-76, June.
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    Cited by:

    1. Azlizan Mat Enh & Hasrina Mustafa & Fahri Ahmed & Andika Wahab, 2024. "Impact of the Russia-Ukraine conflict on the quality and quantity of Malaysia’s palm oil production: A time series analysis," PLOS ONE, Public Library of Science, vol. 19(5), pages 1-14, May.

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