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Structural breaks in international tourism demand: Are they caused by crises or disasters?

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  • Cró, Susana
  • Martins, António Miguel

Abstract

It is recognised that the tourism industry is vulnerable to some form of crises or disaster. However, despite the attention given to the nature and consequences of tourism crises and disasters, there is a gap in the literature regarding the ex-post detection of these events. In this article, we estimate both the number and date of structural breaks in international tourism arrival series for 25 countries and Madeira Island using the Bai and Perron (1998) structural break test. We compare the date of tourism crises and disasters to the dating of these structural breaks. We observe that tourism crises and disasters are largely consistent with the dates of breaks. Therefore, this method allows us to solve a gap in the tourism industry related to the correct allocation of negative shocks in international tourism arrival demand to crisis or disaster phenomena.

Suggested Citation

  • Cró, Susana & Martins, António Miguel, 2017. "Structural breaks in international tourism demand: Are they caused by crises or disasters?," Tourism Management, Elsevier, vol. 63(C), pages 3-9.
    • Handle: RePEc:eee:touman:v:63:y:2017:i:c:p:3-9
    DOI: 10.1016/j.tourman.2017.05.009
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    1. Kejriwal, Mohitosh & Perron, Pierre, 2010. "Testing for Multiple Structural Changes in Cointegrated Regression Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(4), pages 503-522.
    2. Jeffrey Frankel & Daniel Xie, 2010. "Estimation of De Facto Flexibility Parameter and Basket Weights in Evolving Exchange Rate Regimes," American Economic Review, American Economic Association, vol. 100(2), pages 568-572, May.
    3. Benjamin F. Jones & Benjamin A. Olken, 2008. "The Anatomy of Start-Stop Growth," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 582-587, August.
    4. Ćorić, Bruno & Pugh, Geoff, 2013. "Foreign direct investment and output growth volatility: A worldwide analysis," International Review of Economics & Finance, Elsevier, vol. 25(C), pages 260-271.
    5. Kellard, Neil M. & Jiang, Ying & Wohar, Mark, 2015. "Spurious long memory, uncommon breaks and the implied–realized volatility puzzle," Journal of International Money and Finance, Elsevier, vol. 56(C), pages 36-54.
    6. Vujić, Sunčica & Commandeur, Jacques J.F. & Koopman, Siem Jan, 2016. "Intervention time series analysis of crime rates: The case of sentence reform in Virginia," Economic Modelling, Elsevier, vol. 57(C), pages 311-323.
    7. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    8. Bekiros, Stelios & Gupta, Rangan & Kyei, Clement, 2016. "On economic uncertainty, stock market predictability and nonlinear spillover effects," The North American Journal of Economics and Finance, Elsevier, vol. 36(C), pages 184-191.
    9. Scott Blunk & David Clark & James McGibany, 2006. "Evaluating the long-run impacts of the 9/11 terrorist attacks on US domestic airline travel," Applied Economics, Taylor & Francis Journals, vol. 38(4), pages 363-370.
    10. Jushan Bai & Pierre Perron, 2003. "Critical values for multiple structural change tests," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 72-78, June.
    11. Egon Smeral, 2009. "Tourismus im Sog der Finanzmarkt- und Wirtschaftskrise," WIFO Monatsberichte (monthly reports), WIFO, vol. 82(3), pages 195-208, March.
    12. Gadea, Maria Dolores & Sabate, Marcela & Serrano, Jose Maria, 2004. "Structural breaks and their trace in the memory: Inflation rate series in the long-run," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 14(2), pages 117-134, April.
    13. Russell Smyth & Paresh Kumar Narayan, 2006. "Multiple Regime Shifts in Concurring and Dissenting Opinions on the U.S. Supreme Court," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 3(1), pages 79-98, March.
    14. Go Tamakoshi & Shigeyuki Hamori, 2014. "Greek sovereign bond index, volatility, and structural breaks," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 38(4), pages 687-697, October.
    15. Walter Enders & Matthew T. Holt, 2012. "Sharp Breaks or Smooth Shifts? an Investigation of the Evolution of Primary Commodity Prices," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 94(3), pages 659-673.
    16. Walter Enders & Todd Sandler & Gerald F. Parise, 1992. "An Econometric Analysis of the Impact of Terrorism on Tourism," Kyklos, Wiley Blackwell, vol. 45(4), pages 531-554, November.
    17. Uwe Hassler & Barbara Meller, 2014. "Detecting multiple breaks in long memory the case of U.S. inflation," Empirical Economics, Springer, vol. 46(2), pages 653-680, March.
    18. Pesaran, M. Hashem & Timmermann, Allan, 2004. "How costly is it to ignore breaks when forecasting the direction of a time series?," International Journal of Forecasting, Elsevier, vol. 20(3), pages 411-425.
    19. Cuestas, Juan Carlos & Gil-Alana, Luis A. & Staehr, Karsten, 2014. "Government debt dynamics and the global financial crisis: Has anything changed in the EA12?," Economics Letters, Elsevier, vol. 124(1), pages 64-66.
    20. Wakamatsu, Hiroki & Aruga, Kentaka, 2013. "The impact of the shale gas revolution on the U.S. and Japanese natural gas markets," Energy Policy, Elsevier, vol. 62(C), pages 1002-1009.
    21. Luciano Gutierrez & Joakim Westerlund & Kenneth Erickson, 2007. "Farmland prices, structural breaks and panel data," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 34(2), pages 161-179, June.
    22. Fernald, John G., 2007. "Trend breaks, long-run restrictions, and contractionary technology improvements," Journal of Monetary Economics, Elsevier, vol. 54(8), pages 2467-2485, November.
    23. Kristofersson, Dadi & Anderson, James L., 2006. "Is there a relationship between fisheries and farming? Interdependence of fisheries, animal production and aquaculture," Marine Policy, Elsevier, vol. 30(6), pages 721-725, November.
    24. Caporale, Tony & Grier, Kevin B, 2000. "Political Regime Change and the Real Interest Rate," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(3), pages 320-334, August.
    25. Enders, Walter & Sandler, Todd & Parise, Gerald F, 1992. "An Econometric Analysis of the Impact of Terrorism on Tourism," Kyklos, Wiley Blackwell, vol. 45(4), pages 531-554.
    26. Russell Smyth & Paresh Kumar Narayan, 2004. "Hail to the Chief! Leadership and Structural Change in the Level of Consensus on the High Court of Australia," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 1(2), pages 399-427, July.
    27. Jushan Bai & Pierre Perron, 2003. "Computation and analysis of multiple structural change models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
    28. Aruga, Kentaka, 2013. "The U.S. Shale Gas Revolution and Its Effect on International Gas Markets," MPRA Paper 49545, University Library of Munich, Germany.
    29. Avraham, Eli, 2015. "Destination image repair during crisis: Attracting tourism during the Arab Spring uprisings," Tourism Management, Elsevier, vol. 47(C), pages 224-232.
    30. Noguera, José, 2013. "Oil prices: Breaks and trends," Energy Economics, Elsevier, vol. 37(C), pages 60-67.
    31. Rapach, David E & Wohar, Mark E, 2005. "Regime Changes in International Real Interest Rates: Are They a Monetary Phenomenon?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(5), pages 887-906, October.
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    22. Rufei Zhang & Haizhen Zhang & Qingzhu Fan & Wang Gao & Xue Luo & Shixiong Yang, 2022. "Partisan Conflict, National Security Policy Uncertainty and Tourism," Sustainability, MDPI, vol. 14(17), pages 1-22, August.
    23. Gogonea Rodica-Manuela & Zaharia Radu Serban & Balacescu Aniela, 2019. "Considerations About External Tourist Actions Organized By Travel Agencies From Romania," Annals - Economy Series, Constantin Brancusi University, Faculty of Economics, vol. 6, pages 6-13, December.
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