TY - JOUR T1 - Investigating the Asymmetric Effects of Disaggregated Tourism Transportation on Ecological Footprint TT - Ayrıştırılmış Turizm Taşımacılığının Ekolojik Ayak İzi Üzerindeki Asimetrik Etkilerinin İncelenmesi AU - Yavuz, Ersin AU - Nazlıoğlu, Elif Hilal AU - Kılıç, Emre PY - 2025 DA - May Y2 - 2025 DO - 10.21076/vizyoner.1560264 JF - Süleyman Demirel Üniversitesi Vizyoner Dergisi JO - SDÜ Vizyoner Dergisi PB - Süleyman Demirel Üniversitesi WT - DergiPark SN - 1308-9552 SP - 540 EP - 558 VL - 16 IS - 46 LA - en AB - The principal motivation for the study is to investigate the effect of tourism transportation on environmental pollution for 16 emerging markets. In the study, which analyses the period 1995-2018, the number of international tourists is classified into three categories as airway, waterway, and land way. Also, the ecological footprint represents environmental pollution. The quantile cointegration test is used, which provides a theoretical basis for exploring the asymmetric structure in the data. According to the results, there is a significant increase in the number of cointegration relationships obtained from the quantile approach compared to the conventional approach. Regarding to the long-run coefficient results, the increase in international tourist transportation encourages pollution. Furthermore, the links between the variables behave differently at the quantiles. In this regard, the evidence highlights the existence of an asymmetric adjustment process conditional on the sign and size of the shocks. Finally, the paper observes that the impact of airway, waterway and land way transportation types on pollution differs across countries. KW - Tourism KW - Environmental Pollution KW - Transportation KW - Asymmetric Persistence KW - Quantile Cointegration N2 - Bu çalışmanın temel motivasyonu, turizm taşımacılığının çevre kirliliği üzerindeki etkisini 16 gelişmekte olan ülke için araştırmaktır. 1995-2018 döneminin incelendiği çalışmada uluslararası turist sayısı havayolu, su yolu ve karayolu olmak üzere üç kategoride ele alınmaktadır. Ekolojik ayak izi ise çevre kirliliğini temsil etmektedir. Verilerdeki asimetrik yapıyı keşfetmek için teorik bir temel sağlayan kantil eşbütünleşme testini kullanıyoruz. Sonuçlara göre, kantil yaklaşımından elde edilen eşbütünleşme ilişkilerinin sayısında geleneksel yaklaşıma kıyasla önemli bir artış söz konusudur. Uzun dönem katsayı sonuçlarına göre, uluslararası turist taşımacılığındaki artış kirliliği teşvik etmektedir. Ayrıca, değişkenler arasındaki bağlantılar kantillerde farklı davranmaktadır. Bu bağlamda, kanıtlar şokların işaretine ve boyutuna bağlı olarak asimetrik bir uyum sürecinin varlığını vurgulamaktadır. Son olarak, çalışma havayolu, su yolu ve karayolu taşımacılığı türlerinin kirlilik üzerindeki etkisinin ülkeler arasında farklılık gösterdiğini gözlemlemektedir. CR - Becken, S., Simmons, D. G., & Frampton, C. (2003). Energy use associated with different travel choices. Tourism Management, 24(3), 267-277. https://doi.org/10.1016/S0261-5177(02)00066-3 CR - Cadarso, M. Á., Gómez, N., López, L. A., Tobarra, M. Á., & Zafrilla, J. E. (2015). Quantifying Spanish tourism's carbon footprint: the contributions of residents and visitors: a longitudinal study. Journal of Sustainable Tourism, 23(6), 922-946. https://doi.org/10.1080/09669582.2015.1008497 CR - Dickey, D. A., & Fuller, W. A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the American statistical association, 74(366a), 427-431. https://doi.org/10.1080/01621459.1979.10482531 CR - Dubois, G., & Ceron, J. P. (2006). Tourism/leisure greenhouse gas emissions forecasts for 2050: Factors for change in France. Journal of Sustainable Tourism, 14(2), 172-191. https://doi.org/10.1080/09669580608669051 CR - Engle, R. F., & Granger, C. W. (1987). Co-integration and error correction: representation, estimation, and testing. Econometrica: journal of the Econometric Society, 251-276. https://doi.org/10.2307/1913236 CR - Gao, J., & Zhang, L. (2021). Exploring the dynamic linkages between tourism growth and environmental pollution: new evidence from the Mediterranean countries. Current Issues in Tourism, 24(1), 49-65. https://doi.org/10.1080/13683500.2019.1688767 CR - GFN. (2023). Global Footprint Network. Retrieved 3 January, 2023 from https://data.footprintnetwork.org/#/countryTrends?cn=5001&type=BCtot,EFCtot CR - GFN. (2024). Global Footprint Network. Retrieved 19 December, 2024 from https://www.footprintnetwork.org/our-work/ecological-footprint/ CR - Gössling, S. (2013). National emissions from tourism: An overlooked policy challenge? Energy Policy, 59, 433-442. https://doi.org/10.1016/j.enpol.2013.03.058 CR - Gurcam, S. (2023). Determination of personal carbon footprint in aviation and tourism axis: Cappadocia Airport case. Environmental Research and Technology, 6(1), 60-67. https://doi.org/10.35208/ert.1221724 CR - Hunter, C., & Shaw, J. (2007). The ecological footprint as a key indicator of sustainable tourism. Tourism management, 28(1), 46-57. https://doi.org/10.1016/j.tourman.2005.07.016 CR - ICAO. (2023). International Civil Aviation Organization. Retrieved 10 January, 2023 from https://www.icao.int/Pages/default.aspx CR - Jarque, C. M., & Bera, A. K. (1987). A test for normality of observations and regression residuals. International Statistical Review/Revue Internationale de Statistique, 163-172. https://doi.org/10.2307/1403192 CR - Lenzen, M., Sun, Y. Y., Faturay, F., Ting, Y. P., Geschke, A., & Malik, A. (2018). The carbon footprint of global tourism. Nature climate change, 8(6), 522-528. https://doi.org/10.1038/s41558-018-0141-x CR - Li, X., Meo, M. S., Aziz, N., Arain, H., & Ferraz, D. (2022). Effects of inbound tourism on the ecological footprint. An application of an innovative dynamic panel threshold model. Frontiers in Environmental Science, 10, 910999. https://doi.org/10.3389/fenvs.2022.910999 CR - Lin, T. P. (2010). Carbon dioxide emissions from transport in Taiwan's national parks. Tourism Management, 31(2), 285-290. https://doi.org/10.1016/j.tourman.2009.03.009 CR - Liu, J., Feng, T., & Yang, X. (2011). The energy requirements and carbon dioxide emissions of tourism industry of Western China: A case of Chengdu city. Renewable and Sustainable Energy Reviews, 15(6), 2887-2894. https://doi.org/10.1016/j.rser.2011.02.029 CR - Martín-Cejas, R. R., & Sánchez, P. P. R. (2010). Ecological footprint analysis of road transport related to tourism activity: The case for Lanzarote Island. Tourism Management, 31(1), 98-103. https://doi.org/10.1016/j.tourman.2009.01.007 CR - MSCI. (2022). Morgan Stanley Capital International. Retrieved 18 December, 2022 from https://www.msci.com/our-solutions/indexes/market-classification CR - Nazlioglu, S. (2021). TSPDLIB: GAUSS Time Series and Panel Data Methods (Version 2.1). Retrieved 18 December, 2022 from https://github. com/aptech/tspdlib CR - Paramati, S. R., Alam, M. S., & Chen, C. F. (2017). The effects of tourism on economic growth and CO2 emissions: a comparison between developed and developing economies. Journal of Travel Research, 56(6), 712-724. https://doi.org/10.1177/0047287516667848 CR - Peeters, P., & Schouten, F. (2006). Reducing the ecological footprint of inbound tourism and transport to Amsterdam. Journal of sustainable tourism, 14(2), 157-171. https://doi.org/10.1080/09669580508669050 CR - Portnoy, S. (1991). Asymptotic behavior of regression quantiles in non-stationary, dependent cases. Journal of Multivariate analysis, 38(1), 100-113. https://doi.org/10.1016/0047-259X(91)90034-Y CR - Rico, A., Martínez-Blanco, J., Montlleó, M., Rodríguez, G., Tavares, N., Arias, A., & Oliver-Solà, J. (2019). Carbon footprint of tourism in Barcelona. Tourism Management, 70, 491-504. https://doi.org/10.1016/j.tourman.2018.09.012 CR - Saikkonen, P. (1991). Asymptotically efficient estimation of cointegration regressions. Econometric theory, 7(1), 1-21. https://doi.org/10.1017/S0266466600004217 CR - Sanyé-Mengual, E., Romanos, H., Molina, C., Oliver, M. A., Ruiz, N., Pérez, M., ... & Rieradevall, J. (2014). Environmental and self-sufficiency assessment of the energy metabolism of tourist hubs on Mediterranean Islands: The case of Menorca (Spain). Energy Policy, 65, 377-387. https://doi.org/10.1016/j.enpol.2013.10.011 CR - Solarin, S. A. (2014). Tourist arrivals and macroeconomic determinants of CO2 emissions in Malaysia. Anatolia, 25(2), 228-241. https://doi.org/10.1080/13032917.2013.868364 CR - Syed, Q. R., Malik, W. S., & Chang, B. H. (2019). Volatility spillover effect of federal reserve’s balance sheet on the financial and goods markets of Indo-Pak region. Annals of Financial Economics, 14(03), 1950015. https://doi.org/10.1142/S2010495219500155 CR - Tang, C., Zhong, L., Fan, W., & Cheng, S. (2015, May). Energy consumption and carbon emission for tourism transport in W orld H eritage S ites: a case of the W ulingyuan area in C hina. In Natural Resources Forum, 39(2), 134-150). https://doi.org/10.1111/1477-8947.12067 CR - UN. (2023). United Nations, Department of Economic and Social Affairs. Retrieved 10 January, 2023 from https://sdgs.un.org/frameworks/parisagreement CR - UNWTO. (2023a). World Tourism Organization, Retrieved 01 January, 2023 from https://www.unwto.org/tourism-data/global-and-regional-tourism-performance CR - UNWTO. (2023b). World Tourism Organization, Retrieved 01 January, 2023 from https://www.unwto.org/Turizm-statistics/key-Turizm-statistics CR - UNWTO, UNEP, and WMO. (2008). Climate change and tourism: responding to global challenges, Report of WTO Scientific Group, Paris & Madrid, 26–51. CR - WB. (2023). World Bank. Retrieved 05 January, 2023 from https://databank.worldbank.org/source/world-development-indicators CR - WTTC. (2022). World Travel and Tourism Council, Travel and Tourism Economic Impact Raport-2022. Retrieved 12 January, 2023 from https://wttc.org/Portals/0/Documents/Reports/2022/EIR2022-Global%20Trends.pdf CR - Xiao, Z. (2009). Quantile cointegrating regression. Journal of econometrics, 150(2), 248-260. https://doi.org/10.1016/j.jeconom.2008.12.005 CR - Yavuz, E., Ergen, E., Avci, T., Akcay, F., & Kilic, E. (2023). Do the effects of aggregate and disaggregate energy consumption on different environmental quality indicators change in the transition to sustainable development? Evidence from wavelet coherence analysis. Environmental Science and Pollution Research, 1-21. https://doi.org/10.1007/s11356-023-30829-6 CR - Yavuz, E., Kılıç, E., & Akçay, F. (2024). What is the role of environmental stress on public health? Asymmetric evidence on carbon emissions, ecological footprint, and load capacity factor. Environmental Research and Technology, 7(3), 291-302. https://doi.org/10.35208/ert.1419914 UR - https://doi.org/10.21076/vizyoner.1560264 L1 - https://dergipark.org.tr/tr/download/article-file/4259038 ER -