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Tourism and economic growth: Multi-country evidence from mixed-frequency Granger causality tests

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  • Martin Enilov

    (4617Queen Mary University of London, UK; City, University of London, UK)

  • Yuan Wang

    (7314Sheffield Hallam University, UK)

Abstract

This article provides new global evidence for the causal relationship between international tourist arrivals (TA) and economic growth (EG). The analysis considers 23 developing and developed countries and covers the period from January 1981 to December 2017. The causal relationship between TA and EG is determined using a bootstrap mixed-frequency Granger causality approach adopting a rolling window technique to evaluate its stability and persistency over time. Empirical results show that causality is time-varying in both the short-term and the long-term. We illustrate our results by constructing a new global connectivity index (GCI). The GCI shows that international TA remain a leading indicator for future EG in a global perspective, especially during the global financial crisis (GFC). Our findings suggest that tourism sector plays an important part in the future EG in developing countries after the GFC. Similarly, the period after the GFC is characterised by one of the highest values of the tourism-led EG in developed countries according to the GCI; however, this effect is temporal and quickly eradicates. Overall, we find that tourism sector in developing countries remains a primary contributor to future EG, which is not the case in developed countries.

Suggested Citation

  • Martin Enilov & Yuan Wang, 2022. "Tourism and economic growth: Multi-country evidence from mixed-frequency Granger causality tests," Tourism Economics, , vol. 28(5), pages 1216-1239, August.
  • Handle: RePEc:sae:toueco:v:28:y:2022:i:5:p:1216-1239
    DOI: 10.1177/1354816621990155
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    as
    1. Laurent Ferrara & Pierre Guérin, 2018. "What are the macroeconomic effects of high‐frequency uncertainty shocks?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(5), pages 662-679, August.
    2. James E. Payne & Andrea Mervar, 2010. "Research Note: The Tourism–Growth Nexus in Croatia," Tourism Economics, , vol. 16(4), pages 1089-1094, December.
    3. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    4. Wan, Shui Ki & Song, Haiyan, 2018. "Forecasting turning points in tourism growth," Annals of Tourism Research, Elsevier, vol. 72(C), pages 156-167.
    5. Yu-Chin Chen & Kenneth S. Rogoff & Barbara Rossi, 2010. "Can Exchange Rates Forecast Commodity Prices?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1145-1194.
    6. Jacint Balaguer & Manuel Cantavella-Jorda, 2002. "Tourism as a long-run economic growth factor: the Spanish case," Applied Economics, Taylor & Francis Journals, vol. 34(7), pages 877-884.
    7. Balassa, Bela, 1978. "Exports and economic growth : Further evidence," Journal of Development Economics, Elsevier, vol. 5(2), pages 181-189, June.
    8. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    9. Benjamin Faber & Cecile Gaubert, 2019. "Tourism and Economic Development: Evidence from Mexico's Coastline," American Economic Review, American Economic Association, vol. 109(6), pages 2245-2293, June.
    10. Mahalia Jackman, 2014. "Output Volatility and Tourism Specialization in Small Island Developing States," Tourism Economics, , vol. 20(3), pages 527-544, June.
    11. Ghysels, Eric & Hill, Jonathan B. & Motegi, Kaiji, 2016. "Testing for Granger causality with mixed frequency data," Journal of Econometrics, Elsevier, vol. 192(1), pages 207-230.
    12. Juan L. Eugenio-Martin & Noelia Martín-Morales & M. Thea Sinclair, 2008. "The Role of Economic Development in Tourism Demand," Tourism Economics, , vol. 14(4), pages 673-690, December.
    13. Goncalves, Silvia & Kilian, Lutz, 2004. "Bootstrapping autoregressions with conditional heteroskedasticity of unknown form," Journal of Econometrics, Elsevier, vol. 123(1), pages 89-120, November.
    14. Paolo Figini & Laura Vici, 2010. "Tourism and Growth in a Cross Section of Countries," Tourism Economics, , vol. 16(4), pages 789-805, December.
    15. 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.
    16. Bevilacqua, Mattia & Morelli, David & Tunaru, Radu, 2019. "The determinants of the model-free positive and negative volatilities," Journal of International Money and Finance, Elsevier, vol. 92(C), pages 1-24.
    17. Barbara Rossi & Atsushi Inoue, 2012. "Out-of-Sample Forecast Tests Robust to the Choice of Window Size," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(3), pages 432-453, April.
    18. Walter Enders & Junsoo Lee, 2012. "A Unit Root Test Using a Fourier Series to Approximate Smooth Breaks," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 74(4), pages 574-599, August.
    19. Scott, Daniel & Hall, C. Michael & Gössling, Stefan, 2019. "Global tourism vulnerability to climate change," Annals of Tourism Research, Elsevier, vol. 77(C), pages 49-61.
    20. Egon Smeral, 2003. "A Structural View of Tourism Growth," Tourism Economics, , vol. 9(1), pages 77-93, March.
    21. Morley, Clive & Rosselló, Jaume & Santana-Gallego, Maria, 2014. "Gravity models for tourism demand: theory and use," Annals of Tourism Research, Elsevier, vol. 48(C), pages 1-10.
    22. Hassani, Hossein & Silva, Emmanuel Sirimal & Antonakakis, Nikolaos & Filis, George & Gupta, Rangan, 2017. "Forecasting accuracy evaluation of tourist arrivals," Annals of Tourism Research, Elsevier, vol. 63(C), pages 112-127.
    23. Jean-Jacques Nowak & Mondher Sahli & Isabel Cortés-Jiménez, 2007. "Tourism, Capital Good Imports and Economic Growth: Theory and Evidence for Spain," Tourism Economics, , vol. 13(4), pages 515-536, December.
    24. Benur, Abdelati M. & Bramwell, Bill, 2015. "Tourism product development and product diversification in destinations," Tourism Management, Elsevier, vol. 50(C), pages 213-224.
    25. Chor Foon Tang & Salah Abosedra, 2016. "Tourism and growth in Lebanon: new evidence from bootstrap simulation and rolling causality approaches," Empirical Economics, Springer, vol. 50(2), pages 679-696, March.
    26. Antonakakis, Nikolaos & Dragouni, Mina & Filis, George, 2015. "Tourism and growth: The times they are a-changing," Annals of Tourism Research, Elsevier, vol. 50(C), pages 165-169.
    27. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    28. Arslanturk, Yalcin & Balcilar, Mehmet & Ozdemir, Zeynel Abidin, 2011. "Time-varying linkages between tourism receipts and economic growth in a small open economy," Economic Modelling, Elsevier, vol. 28(1), pages 664-671.
    29. Ghysels, Eric, 2016. "Macroeconomics and the reality of mixed frequency data," Journal of Econometrics, Elsevier, vol. 193(2), pages 294-314.
    30. Juan Gabriel Brida & Isabel Cortes-Jimenez & Manuela Pulina, 2016. "Has the tourism-led growth hypothesis been validated? A literature review," Current Issues in Tourism, Taylor & Francis Journals, vol. 19(5), pages 394-430, April.
    31. Krueger, Anne O, 1980. "Trade Policy as an Input to Development," American Economic Review, American Economic Association, vol. 70(2), pages 288-292, May.
    32. Tang, Chor Foon & Tan, Eu Chye, 2013. "How stable is the tourism-led growth hypothesis in Malaysia? Evidence from disaggregated tourism markets," Tourism Management, Elsevier, vol. 37(C), pages 52-57.
    33. Giuseppe Cavaliere & Anders Rahbek & A. M. Robert Taylor, 2012. "Bootstrap Determination of the Co‐Integration Rank in Vector Autoregressive Models," Econometrica, Econometric Society, vol. 80(4), pages 1721-1740, July.
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