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Testing the Structural Break of Taiwan Inbound Tourism Markets

Author

Listed:
  • Jennifer C. H. MIN

    (Department of International Business, Ming Chung University, Taipei, Taiwan.)

  • Hsien-Hung KUNG

    (Department of Marketing and Distribution Management, Hsing Wu University, Taipei, Taiwan.)

  • Tsangyao CHANG

    (Department of Finance, Feng Chia University, Taichung, Taiwan.)

Abstract

The aim of this paper is to investigate whether or not shocks to visitor arrivals to Taiwan from China, Japan, the USA and Hong Kong, accounting for over 80% of Taiwan’s inbound tourism, are temporary or permanent. The CBL (Carrion-i-Silvestre, Barrio-Castro, and López-Bazo) with the bootstrap approach, which differs from the previous tests considering cross-section dependence and multiple structural breaks based on statistics with good statistical properties, is adopted for the Taiwan’s four inbound time series. The results found that the Severe Acute Respiratory Syndrome (SARS) outbreak had an impact on Taiwan’s four major inbound markets, but with transitory shocks. A global recession occurred in early 2002, but this shock only impacted the tourist arrivals from China and the USA. The deteriorating economy in 2008 and the European debt crisis in 2011 had devastating consequences on the economic growth around the world, which also impacted different source tourist markets in different time periods, but only with temporary shocks.

Suggested Citation

  • Jennifer C. H. MIN & Hsien-Hung KUNG & Tsangyao CHANG, 2019. "Testing the Structural Break of Taiwan Inbound Tourism Markets," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(2), pages 117-130, June.
    • Handle: RePEc:rjr:romjef:v::y:2019:i:2:p:117-130
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    as
    1. Lee, Chien-Chiang & Lee, Jun-De, 2009. "Income and CO2 emissions: Evidence from panel unit root and cointegration tests," Energy Policy, Elsevier, vol. 37(2), pages 413-423, February.
    2. John Y. Campbell & Pierre Perron, 1991. "Pitfalls and Opportunities: What Macroeconomists Should Know about Unit Roots," NBER Chapters, in: NBER Macroeconomics Annual 1991, Volume 6, pages 141-220, National Bureau of Economic Research, Inc.
    3. Cushman, David O. & Michael, Nils, 2011. "Nonlinear trends in real exchange rates: A panel unit root test approach," Journal of International Money and Finance, Elsevier, vol. 30(8), pages 1619-1637.
    4. Zhang, Lei & Gao, Jing, 2016. "Exploring the effects of international tourism on China's economic growth, energy consumption and environmental pollution: Evidence from a regional panel analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 225-234.
    5. Perron, Pierre & Vogelsang, Timothy J., "undated". "Level Shifts and Purchasing Power Parity," Instructional Stata datasets for econometrics levshift, Boston College Department of Economics.
    6. Narayan, Paresh Kumar & Smyth, Russell, 2008. "Energy consumption and real GDP in G7 countries: New evidence from panel cointegration with structural breaks," Energy Economics, Elsevier, vol. 30(5), pages 2331-2341, September.
    7. Lee, Junsoo & Strazicich, Mark C, 2001. "Break Point Estimation and Spurious Rejections with Endogenous Unit Root Tests," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(5), pages 535-558, December.
    8. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    9. Junsoo Lee & Mark C. Strazicich, 2013. "Minimum LM unit root test with one structural break," Economics Bulletin, AccessEcon, vol. 33(4), pages 2483-2492.
    10. Suleyman Degirmen & Omur Saltik, 2017. "Impacts of realized volatility of oil price over foreign trade related activities in Turkey," Economic Change and Restructuring, Springer, vol. 50(3), pages 193-209, August.
    11. Martha Frederick, 1993. "Rural Tourism and Economic Development," Economic Development Quarterly, , vol. 7(2), pages 215-224, May.
    12. Amélie Charles & Olivier Darné & Jean-François Hoarau, 2019. "How resilient is La Réunion in terms of international tourism attractiveness: an assessment from unit root tests with structural breaks from 1981-2015," Applied Economics, Taylor & Francis Journals, vol. 51(24), pages 2639-2653, May.
    13. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    14. Coshall, John T. & Charlesworth, Richard, 2011. "A management orientated approach to combination forecasting of tourism demand," Tourism Management, Elsevier, vol. 32(4), pages 759-769.
    15. Sen, Amit, 2003. "On Unit-Root Tests When the Alternative Is a Trend-Break Stationary Process," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 174-184, January.
    16. Causevic, Senija & Lynch, Paul, 2013. "Political (in)stability and its influence on tourism development," Tourism Management, Elsevier, vol. 34(C), pages 145-157.
    17. Lee, Chien-Chiang & Chien, Mei-Se, 2008. "Structural breaks, tourism development, and economic growth: Evidence from Taiwan," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 77(4), pages 358-368.
    18. Robin L. Lumsdaine & David H. Papell, 1997. "Multiple Trend Breaks And The Unit-Root Hypothesis," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 212-218, May.
    19. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
    20. Nunes, Luis C & Newbold, Paul & Kuan, Chung-Ming, 1997. "Testing for Unit Roots with Breaks: Evidence on the Great Crash and the Unit Root Hypothesis Reconsidered," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 59(4), pages 435-448, November.
    21. Amélie Charles & Olivier Darné & Jean-François Hoarau, 2019. "How resilient is La Réunion in terms of international tourism attractiveness: an assessment from unit root tests with structural breaks from 1981-2015," Post-Print hal-02015103, HAL.
    22. Paresh Kumar Narayan & Stephan Popp, 2010. "A new unit root test with two structural breaks in level and slope at unknown time," Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(9), pages 1425-1438.
    23. Tsangyao Chang & Ding Li & Yang-Cheng Lu & Chia-Hao Lee, 2011. "Purchasing power parity for East-Asia countries: further evidence based on panel stationary test with multiple structural breaks," Applied Economics, Taylor & Francis Journals, vol. 43(24), pages 3289-3298.
    24. Tsangyao Chang & Gengnan Chiang & Yichun Zhang, 2009. "Is volume index of gdp per capita stationary in oecd countries? panel stationary tests with structural breaks," Economics Bulletin, AccessEcon, vol. 29(2), pages 588-598.
    25. Russell Smyth & Ingrid Nielsen & Vinod Mishra, 2009. "'I've been to Bali too' (and I will be going back): are terrorist shocks to Bali's tourist arrivals permanent or transitory?," Applied Economics, Taylor & Francis Journals, vol. 41(11), pages 1367-1378.
    26. Perron, Pierre & Vogelsang, Timothy J, 1992. "Nonstationarity and Level Shifts with an Application to Purchasing Power Parity," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 301-320, July.
    27. Junsoo Lee & Mark C. Strazicich, 2001. "Break Point Estimation and Spurious Rejections With Endogenous Unit Root Tests," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(5), pages 535-558, December.
    28. Christiano, Lawrence J, 1992. "Searching for a Break in GNP," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 237-250, July.
    29. Josep Carrion-i-Silvestre & Vicente German-Soto, 2009. "Panel data stochastic convergence analysis of the Mexican regions," Empirical Economics, Springer, vol. 37(2), pages 303-327, October.
    30. Dan Ben-David & Robin L. Lumsdaine & David H. Papell, 2003. "Unit roots, postwar slowdowns and long-run growth: Evidence from two structural breaks," Empirical Economics, Springer, vol. 28(2), pages 303-319, April.
    31. Romero-Ávila, Diego, 2009. "Multiple Breaks, Terms of Trade Shocks and the Unit-Root Hypothesis for African Per Capita Real GDP," World Development, Elsevier, vol. 37(6), pages 1051-1068, June.
    32. Jennifer Min & Christine Lim & Hsien-Hung Kung, 2011. "Intervention analysis of SARS on Japanese tourism demand for Taiwan," Quality & Quantity: International Journal of Methodology, Springer, vol. 45(1), pages 91-102, January.
    33. Song, Haiyan & Qiu, Richard T.R. & Park, Jinah, 2019. "A review of research on tourism demand forecasting," Annals of Tourism Research, Elsevier, vol. 75(C), pages 338-362.
    34. Ceylan, Reşat & Abiyev, Vasif, 2016. "An examination of convergence hypothesis for EU-15 countries," International Review of Economics & Finance, Elsevier, vol. 45(C), pages 96-105.
    35. Rittichainuwat, Bongkosh N., 2013. "Tourists' and tourism suppliers' perceptions toward crisis management on tsunami," Tourism Management, Elsevier, vol. 34(C), pages 112-121.
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    More about this item

    Keywords

    tourism; time series; tourist source market; intervention shocks; structural break; unit root test;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism

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