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Dynamics of tourism demand in Turkey: Panel data analysis using gravity model

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  • Recep Ulucak

    (52958Erciyes University Faculty of Economics and Administrative Sciences, Turkey)

  • Ali Gökhan Yücel

    (52958Erciyes University Faculty of Economics and Administrative Sciences, Turkey)

  • Salih ÇaÄŸrı Ä°lkay

    (52958Erciyes University Faculty of Economics and Administrative Sciences, Turkey)

Abstract

Turkey, an emerging economy, ranked 8th among the most visited countries in the world in 2017. Given the importance of the tourism sector in Turkey, it is of utmost importance to identify the dynamics of tourism demand to achieve sustainable tourism. The aim of this article is, therefore, to explore the demand-side factors that affect the number of international tourist arrivals to Turkey. To this end, an augmented gravity model has been employed to analyze the factors affecting the number of international tourists visiting Turkey from the top 25 originating countries from 1998 to 2017. The results show that the gravity model is very effective in explaining the tourist arrivals to Turkey. Empirical findings suggest that per capita income of both origin country and Turkey, relative exchange rate, and globalization positively affect the demand for tourism, while it is negatively affected by consumer price index, violence/terrorism, household debt level, and bilateral distance between Turkey and the origin country.

Suggested Citation

  • Recep Ulucak & Ali Gökhan Yücel & Salih ÇaÄŸrı Ä°lkay, 2020. "Dynamics of tourism demand in Turkey: Panel data analysis using gravity model," Tourism Economics, , vol. 26(8), pages 1394-1414, December.
    • Handle: RePEc:sae:toueco:v:26:y:2020:i:8:p:1394-1414
    DOI: 10.1177/1354816620901956
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    as
    1. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    2. M. Hashem Pesaran & Aman Ullah & Takashi Yamagata, 2008. "A bias-adjusted LM test of error cross-section independence," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 105-127, March.
    3. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    4. Santos, Anabela & Cincera, Michele, 2018. "Tourism demand, low cost carriers and European institutions: The case of Brussels," Journal of Transport Geography, Elsevier, vol. 73(C), pages 163-171.
    5. Vasilis Sarafidis & Tom Wansbeek, 2012. "Cross-Sectional Dependence in Panel Data Analysis," Econometric Reviews, Taylor & Francis Journals, vol. 31(5), pages 483-531, September.
    6. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    7. Bai, Jushan & Kao, Chihwa & Ng, Serena, 2009. "Panel cointegration with global stochastic trends," Journal of Econometrics, Elsevier, vol. 149(1), pages 82-99, April.
    8. De Vita, Glauco, 2014. "The long-run impact of exchange rate regimes on international tourism flows," Tourism Management, Elsevier, vol. 45(C), pages 226-233.
    9. Maritza Elizabeth Bermeo Velasquez & Jinhwan Oh, 2013. "What determines international tourist arrivals to Peru? A gravity approach," International Area Studies Review, Center for International Area Studies, Hankuk University of Foreign Studies, vol. 16(4), pages 357-369, December.
    10. 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.
    11. Abraham Pizam & Ginger Smith, 2000. "Tourism and Terrorism: A Quantitative Analysis of Major Terrorist Acts and Their Impact on Tourism Destinations," Tourism Economics, , vol. 6(2), pages 123-138, June.
    12. James E. Anderson, 2011. "The Gravity Model," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 133-160, September.
    13. Baltagi, Badi H. & Feng, Qu & Kao, Chihwa, 2012. "A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model," Journal of Econometrics, Elsevier, vol. 170(1), pages 164-177.
    14. Corbet, Shaen & O’Connell, John F. & Efthymiou, Marina & Guiomard, Cathal & Lucey, Brian, 2019. "The impact of terrorism on European tourism," Annals of Tourism Research, Elsevier, vol. 75(C), pages 1-17.
    15. Md. Rabiul Islam & Jakob B. Madsen, 2018. "Knowledge diffusion and agricultural development," Agricultural Economics, International Association of Agricultural Economists, vol. 49(2), pages 265-276, March.
    16. Ridderstaat, Jorge & Oduber, Marck & Croes, Robertico & Nijkamp, Peter & Martens, Pim, 2014. "Impacts of seasonal patterns of climate on recurrent fluctuations in tourism demand: Evidence from Aruba," Tourism Management, Elsevier, vol. 41(C), pages 245-256.
    17. Sylvain Petit & Neelu Seetaram, 2018. "Measuring the Effect of Revealed Cultural Preferences on Tourism Exports," Post-Print hal-02133249, HAL.
    18. Savina Gygli & Florian Haelg & Niklas Potrafke & Jan-Egbert Sturm, 2019. "The KOF Globalisation Index – revisited," The Review of International Organizations, Springer, vol. 14(3), pages 543-574, September.
    19. Ogechi Adeola & Olaniyi Evans, 2020. "ICT, infrastructure, and tourism development in Africa," Tourism Economics, , vol. 26(1), pages 97-114, February.
    20. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    21. 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.
    22. Santana-Gallego, María & Ledesma-Rodríguez, Francisco J. & Pérez-Rodríguez, Jorge V., 2016. "International trade and tourism flows: An extension of the gravity model," Economic Modelling, Elsevier, vol. 52(PB), pages 1026-1033.
    23. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    24. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    25. Haiyan Song & Gang Li & Stephen F. Witt & Baogang Fei, 2010. "Tourism Demand Modelling and Forecasting: How Should Demand Be Measured?," Tourism Economics, , vol. 16(1), pages 63-81, March.
    26. Liobikienė, Genovaitė & Butkus, Mindaugas, 2019. "Scale, composition, and technique effects through which the economic growth, foreign direct investment, urbanization, and trade affect greenhouse gas emissions," Renewable Energy, Elsevier, vol. 132(C), pages 1310-1322.
    27. Pedro Pintassilgo & Jaume Rosselló & Maria Santana-Gallego & Elisabeth Valle, 2016. "The economic dimension of climate change impacts on tourism," Tourism Economics, , vol. 22(4), pages 685-698, August.
    28. Boopen Seetanah & Ramesh Durbarry & J.F. Nicolas Ragodoo, 2010. "Using the Panel Cointegration Approach to Analyse the Determinants of Tourism Demand in South Africa," Tourism Economics, , vol. 16(3), pages 715-729, September.
    29. Andrea Saayman & Paolo Figini & Silvio Cassella, 2016. "The influence of formal trade agreements and informal economic cooperation on international tourism flows," Tourism Economics, , vol. 22(6), pages 1274-1300, December.
    30. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    31. Mete Feridun, 2011. "Impact of terrorism on tourism in Turkey: empirical evidence from Turkey," Applied Economics, Taylor & Francis Journals, vol. 43(24), pages 3349-3354.
    32. 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.
    33. Yair Eilat & Liran Einav, 2004. "Determinants of international tourism: a three-dimensional panel data analysis," Applied Economics, Taylor & Francis Journals, vol. 36(12), pages 1315-1327.
    34. Mehmet EryiÄŸit & ErdoÄŸan Kotil & Resul EryiÄŸit, 2010. "Factors Affecting International Tourism Flows to Turkey: A Gravity Model Approach," Tourism Economics, , vol. 16(3), pages 585-595, September.
    35. Joakim Westerlund, 2008. "Panel cointegration tests of the Fisher effect," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(2), pages 193-233.
    36. Paresh Kumar Narayan, 2004. "Fiji's Tourism Demand: The ARDL Approach to Cointegration," Tourism Economics, , vol. 10(2), pages 193-206, June.
    37. Raza, Syed Ali & Jawaid, Syed Tehseen, 2013. "Terrorism and tourism: A conjunction and ramification in Pakistan," Economic Modelling, Elsevier, vol. 33(C), pages 65-70.
    38. Massidda, Carla & Etzo, Ivan, 2012. "The determinants of Italian domestic tourism: A panel data analysis," Tourism Management, Elsevier, vol. 33(3), pages 603-610.
    39. Christoph Vietze, 2012. "Cultural Effects on Inbound Tourism into the USA: A Gravity Approach," Tourism Economics, , vol. 18(1), pages 121-138, February.
    40. Balli, Faruk & Balli, Hatice O. & Jean Louis, Rosmy, 2016. "The impacts of immigrants and institutions on bilateral tourism flows," Tourism Management, Elsevier, vol. 52(C), pages 221-229.
    41. Andrawis, Robert R. & Atiya, Amir F. & El-Shishiny, Hisham, 2011. "Combination of long term and short term forecasts, with application to tourism demand forecasting," International Journal of Forecasting, Elsevier, vol. 27(3), pages 870-886.
    42. N. Kulendran, 1996. "Modelling Quarterly Tourist Flows to Australia Using Cointegration Analysis," Tourism Economics, , vol. 2(3), pages 203-222, September.
    43. Rinaldo Brau & Alessandro Lanza (ed.), 2008. "Tourism and Sustainable Economic Development," Books, Edward Elgar Publishing, number 12972.
    44. Andrawis, Robert R. & Atiya, Amir F. & El-Shishiny, Hisham, 2011. "Combination of long term and short term forecasts, with application to tourism demand forecasting," International Journal of Forecasting, Elsevier, vol. 27(3), pages 870-886, July.
    45. M. Hashem Pesaran & Badi H. Baltagi, 2007. "Heterogeneity and cross section dependence in panel data models: theory and applications introduction," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 229-232.
    46. Axel Dreher, 2006. "Does globalization affect growth? Evidence from a new index of globalization," Applied Economics, Taylor & Francis Journals, vol. 38(10), pages 1091-1110.
    47. Muhammad Shafiullah & Luke Emeka Okafor & Usman Khalid, 2019. "Determinants of international tourism demand: Evidence from Australian states and territories," Tourism Economics, , vol. 25(2), pages 274-296, March.
    48. Baltagi, Badi H., 2015. "The Oxford Handbook of Panel Data," OUP Catalogue, Oxford University Press, number 9780199940042.
    49. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    50. Konstantinos Drakos & Ali M. Kutan, 2003. "Regional Effects of Terrorism on Tourism in Three Mediterranean Countries," Journal of Conflict Resolution, Peace Science Society (International), vol. 47(5), pages 621-641, October.
    51. Bernardina Algieri, 2006. "An Econometric Estimation of the Demand for Tourism: The Case of Russia," Tourism Economics, , vol. 12(1), pages 5-20, March.
    52. Dogru, Tarik & Sirakaya-Turk, Ercan & Crouch, Geoffrey I., 2017. "Remodeling international tourism demand: Old theory and new evidence," Tourism Management, Elsevier, vol. 60(C), pages 47-55.
    53. Nino Fonseca & Marcelino Sánchez-Rivero, 2020. "Significance bias in the tourism-led growth literature," Tourism Economics, , vol. 26(1), pages 137-154, February.
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