Abstract
This study extends the energy tourism growth discussion by adopting the concept of market segments when investigating tourism proxies. We adopt econometric procedures to identify potential structural breaks and cross-sectional dependence together with appropriate panel data model specifications. Causality tests are also processed to search for the direction of potential linkages. The rationale behind such an approach is to integrate the energy growth nexus discussion with the tourism growth nexus into one specification and investigate holistically potential impacts and causalities under a new, unobserved in relative literature set of variables. Interestingly, we offer to the relevant literature in the following ways: first, the concept of market segments regarding business and leisure tourism spending as a proxy for tourism expansion is used. Second, we also encompass internal consumption, by international and domestic visitors, instead of international receipts when searching for causalities. Third, we consider capital investment spending within the travel and tourism sector. This issue is less visible, if not unnoticed, in relevant studies since the vast majority adopt the concept of foreign investment spending. Our empirical findings confirm the conservation hypothesis, while the feedback hypothesis is also present in our specifications. Practical implications demand effective management within the tourism system to foster pro-environmental behavior and achieve efficient energy use within the economic system.
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Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
Notes
The Eurozone economic space is composed of Austria, Belgium, Cyprus, Estonia, Finland, France, Germany, Greece, Ireland, Italy, Latvia, Lithuania, Luxemburg, Malta, Netherlands, Portugal, Slovakia, Slovenia, Spain.
We used the Stata 16.1 and Gauss 22 software packages to process the analyses.
References
Addai, K., Serener, B., & Kirikkaleli, D. (2023). Can environmental sustainability be decoupled from economic growth? Empirical evidence from Eastern Europe using the common correlated effect mean group test. Regional Sustainability, 4, 68–80. https://doi.org/10.1016/j.regsus.2023.03.003
Adedoyin, F. F., Nathaniel, S., & Adeleye, N. (2021). An investigation into the anthropogenic nexus among consumption of energy, tourism, and economic growth: Do economic policy uncertainties matter? Environmental Science and Pollution Research, 28, 2835–2847. https://doi.org/10.1007/s11356-020-10638-x
Akif Destek, M., & Aydın, S. (2022). An empirical note on tourism and sustainable development nexus. Environmental Science and Pollution Research, 29, 34515–34527. https://doi.org/10.1007/s11356-021-18371-9
Amin, S. B., Kabir, F. A., & Khan, F. (2020). Tourism and energy nexus in selected South Asian countries: A panel study. Current Issues of Tourism, 23, 1963–1967. https://doi.org/10.1080/13683500.2019.1638354
Anagnostou, A., Ekonomou, G., & Kallioras, D. (2021). The nexus of tourism spending with economic performance: A panel data analysis for the Eurozone area. Geographica Pannonica, 25(1), 53–62. https://doi.org/10.5937/gp25-29541
Anselin, L. (2001). Spatial econometrics. A companion to theoretical econometrics (pp. 310–330). Blackwell Publishing Ltd. https://doi.org/10.1002/9780470996249.ch15
Antonakakis, N., Dragouni, M., & Filis, G. (2015a). Tourism and growth: The times they are a-changing. Annals of Tourism Research, 50, 159–172. https://doi.org/10.1016/j.annals.2014.11.008
Antonakakis, N., Dragouni, M., & Filis, G. (2015b). How strong is the linkage between tourism and economic growth in Europe? Economic Modeling, 44, 142–155. https://doi.org/10.1016/j.econmod.2014.10.018
Aslan, A., Altinoz, B., & Özsolak, B. (2021). The nexus between economic growth, tourism development, energy consumption, and CO2 emissions in Mediterranean countries. Environmental Science and Pollution Research, 28(3), 3243–3252. https://doi.org/10.1007/s11356-020-10667-6
Balaguer, J., & Cantavella-Jorda, M. (2002). Tourism as a long-run economic growth factor: The Spanish case. Applied Economics, 34(7), 877–884. https://doi.org/10.1080/00036840110058923
Bambatsou, C., & Halkos, G. (2019). Economic growth, efficiency and environmental elasticity for the G7 countries. Energy Policy, 130, 355–360. https://doi.org/10.1016/j.enpol.2019.04.017
Bano, S., Alam, M., Khan, A., & Liu, L. (2021). The nexus of tourism, renewable energy, income, and environmental quality: An empirical analysis of Pakistan. Environment Development and Sustainability, 23, 14854–14877. https://doi.org/10.1007/s10668-021-01275-6
Ben Jebli, M., Ben Youssef, S., & Apergis, N. (2019). The dynamic linkage between renewable energy, tourism, CO2 emissions, economic growth, foreign direct investment, and trade. Latin America Economic Review, 28(1), 2. https://doi.org/10.1186/s40503-019-0063-7
Borozan, D. (2022). Revealing the complexity in the environmental Kuznets curve set in a European multivariate framework. Environment, Development and Sustainability, 24, 9165–9184. https://doi.org/10.1007/s10668-021-01817-y
Brida, J. G., Cortes-Jimenez, I., & Pulina, M. (2016). Has the tourism-led growth hypothesis been validated? A literature review. Current Issues in Tourism, 19(5), 394–430.
Brida, J. G., & Risso, W. A. (2009). Tourism as a factor of long-run economic growth: An empirical analysis for Chile. European Journal of Tourism Research, 2(2), 178–185. https://doi.org/10.54055/ejtr.v2i2.36
Cabello Eras, J. J., Sagastume Gutiérrez, A., Hernández Capote, D., Hens, L., & Vandecasteele, C. (2013). Improving the environmental performance of an earthwork project using cleaner production strategies. Journal of Cleaner Production, 47, 368–376. https://doi.org/10.1016/j.jclepro.2012.11.026
Cárdenas-García, P., Rivero, M., & Pulido-Fernández, J. (2015). Does tourism growth influence economic development? Journal of Travel Research., 54, 206–221. https://doi.org/10.1177/0047287513514297
Cerdeira Bento, J. (2016). Tourism and economic growth in Portugal: An empirical investigation of causal links. Tourism and Management Studies, 12(1), 164–171. https://doi.org/10.18089/tms.2016.12117
Chuchu, T. (2020). The link between energy economics, consumer behaviour and tourism. A literature review. Journal of Environmental. Management and Tourism, 11(8), 1915–1923.
Cortes-Jimenez, I., & Pulina, M. (2010). Inbound tourism and long-run economic growth. Current Issues of Tourism, 13(1), 61–74. https://doi.org/10.1080/13683500802684411
Demirhan, B. (2016). Tourism-led growth hypothesis in mediterranean countries: Evidence from a panel cointegration and error correction model. Applied Financial Economics, 3(1), 38–53. https://doi.org/10.11114/aef.v3i1.1207
Dogru, T., & Bulut, U. (2017). Is tourism an engine for economic recovery? Theory and empirical evidence. Tourism Management, 67, 425–434. https://doi.org/10.1016/j.tourman.2017.06.014
Dogru, T., Bulut, U., Kocak, E., Isik, C., Suess, C., & Sirakaya-Turk, E. (2020). The nexus between tourism, economic growth, renewable energy consumption, and carbon dioxide emissions: Contemporary evidence from OECD countries. Environmental Science and Pollution Research, 27, 40930–40948. https://doi.org/10.1007/s11356-020-10110-w
Driscoll, J. C., & Kraay, A. C. (1998). Consistent covariance matrix estimation with spatially dependent panel data. The Review of Economic and. Statistics, 80, 549–560.
Dritsakis, N. (2004). Tourism as a long-run economic growth factor: An empirical investigation for Greece using causality analysis. Tourism Economics, 10(3), 305–316. https://doi.org/10.5367/0000000041895094
Dumitrescu, E. I., & Hurlin, C. (2012). Testing for Granger noncausality in heterogeneous panels. Economic Modelling, 29(4), 1450–1460. https://doi.org/10.1016/j.econmod.2012.02.014
Durbarry, R. (2004). Tourism and economic growth: The case of Mauritius. Tourism Economics, 10(4), 389–401. https://doi.org/10.5367/0000000042430962
Eberhardt, M., & Teal, F. (2011). Econometrics for grumblers: A new look at the literature on cross-country growth empirics. Journal of Economic Surveys, 25(1), 109–155. https://doi.org/10.1111/j.1467-6419.2010.00624.x
Ekonomou, G. (2022). Disclosing the unnoticed power of market segments in the tourism growth nexus discussion. Tourism Review International, 26, 183–200. https://doi.org/10.3727/154427221X16317419620264
Ekonomou, G., & Halkos, G. (2023a). Is tourism growth a power of environmental “de-degradation”? An empirical analysis for Eurozone economic space. Economic Analysis and Policy, 77, 1016–1029. https://doi.org/10.1016/j.eap.2022.12.029
Ekonomou, G., & Halkos, G. (2023b). Exploring the impact of economic growth on the environment: An overview of trends and developments. Energies, 16, 4497. https://doi.org/10.3390/en16114497
Ekonomou, G., & Kallioras, D. (2020). Business tourism spending in Eurozone countries: Detecting for convergence trends. European Journal of Tourism Research, 26, 2610. https://doi.org/10.54055/ejtr.v26i.1941
Eurostat Statistics. (2021). Energy saving statistics. https://ec.europa.eu/eurostat/statistics-explained/index.php/Energy_saving_statistics. Accessed January 29, 2022.
Eurostat Statistics. (2022). Tourism statistics—Characteristics of tourism trips. https://ec.europa.eu/eurostat/statistics-explained/index.php/Tourism_statistics_-_characteristics_of_tourism_trips. Accessed May 5, 2022.
Foris, D. (2020). Improving the management of tourist destinations: A new approach to strategic management at the DMO level by integrating lean techniques. Sustainability, 12, 10201. https://doi.org/10.3390/su122310201
Global Business Travel Association. (2022). https://www.gbta.org/. Accessed June 1, 2022.
Godil, D. I., Sharif, A., Rafique, S., & Jermsittiparsert, K. (2020). The asymmetric effect of tourism, financial development, and globalization on ecological footprint in Turkey. Environmental Science and Pollution Research, 27(32), 40109–40120. https://doi.org/10.1007/s11356-020-09937-0
Gokmenoglu, K. K., & Baris, M. E. (2020). The role of international tourism on energy consumption: Empirical evidence from Turkey. Current Issues in Tourism, 23(9), 1059–1065. https://doi.org/10.1080/13683500.2019.1574723
Hajko, V., Sebri, M., Al-Saide, M., & Balsalobre-Lorente, D. (2018). Chapter 1—The economics and econometrics of the energy-growth nexus (pp. 1–46). Elsevier. https://doi.org/10.1016/B978-0-12-812746-9.00001-8
Halkos, G., & Ekonomou, G. (2023). Can business and leisure tourism spending lead to lower environmental degradation levels? Research on the eurozone economic space. Sustainability, 15, 6063. https://doi.org/10.3390/su15076063
Halkos, G., & Gkampoura, E.-C. (2021). Evaluating the effect of economic crisis on energy poverty in Europe. Renewable and Sustainable Energy Review, 144, 110981. https://doi.org/10.1016/j.rser.2021.110981
Halkos, G. E., & Paizanos, E. A. (2016). The effects of fiscal policy on CO2 emissions: Evidence from the USA. Energy Policy. https://doi.org/10.1016/j.enpol.2015.10.035
Halkos, G., & Petrou, K. N. (2019). Assessing 28 EU member states’ environmental efficiency in national waste generation with DEA. Journal of Cleaner Production, 208, 509–521. https://doi.org/10.1016/j.jclepro.2018.10.145
Hall, C. M., & Page, S. J. (2014). The geography of tourism and recreation: Environment, place and space. Routledge.
Hens, L., & Stoyanov, S. (2014). Education for climate changes, environmental health and environmental justice. Journal of Chemical Technology and Metallurgy, 49(2), 94–208.
Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. The Stata Journal, 7(3), 281–312.
Hosny, H. E., Ibrahim, A. H., & Eldars, E. A. (2022). Development of infrastructure projects sustainability assessment model. Environment, Development and Sustainability, 24, 7493–7531. https://doi.org/10.1007/s10668-021-01791-5
Iqbal, K. M. T., Rizwan, Y. M., & Ali, Q. (2019). Nexus between financial development, tourism, renewable energy, and greenhouse gas emission in high-income countries: A continent-wise analysis. Energy Economics, 83, 293–310. https://doi.org/10.1016/j.eneco.2019.07.018
Isik, C., Dogru, T., & Turk, E. S. (2018). A nexus of linear and non-linear relationships between tourism demand, renewable energy consumption, and economic growth: Theory and evidence. International Journal of Tourism Research, 20, 38–49. https://doi.org/10.1002/jtr.2151
Isik, C., & Radulescu, Μ. (2017). Investigation of the relationship between renewable energy, tourism receipts and economic growth in Europe. Statıstıka-Statıstıcs and Economy Journal, 97, 85–94.
Kasimati, E. (2011). Economic impact of tourism on Greece’s economy: Cointegration and causality analysis. International Journal of Finance and Economics, 79, 79–85.
Katircioglu, S., Gokmenoglu, K. K., & Eren, B. M. (2019). The role of tourism growth in generating additional energy consumption: Empirical evidence from major tourist destinations. Environmental and Ecological Statistics, 26, 303–323. https://doi.org/10.1007/s10651-019-00429-0
Khan, I., Hou, F. (2020). The dynamic links among energy consumption, tourism growth, and the ecological footprint: the role of environmental quality in 38 IEA countries. Environmental Science and Pollution Research, 28, 5049–5062. https://doi.org/10.1007/s11356-020-10861-62021
Khan, I., & Hou, F. (2021). The dynamic links among energy consumption, tourism growth, and the ecological footprint: The role of environmental quality in 38 IEA countries. Environmental Science and Pollution Reserach, 28(5), 5049–5062. https://doi.org/10.1007/s11356-020-10861-6
Khan, S., Zhuangzhuang, P., & Yongdong, L. L. (2019). Energy consumption, environmental degradation, economic growth and financial development in globe: Dynamic simultaneous equations panel analysis. Energy Reports, 5, 1089–1102. https://doi.org/10.1016/j.egyr.2019.08.004
Khanal, A., Rahman, M. M., Khanam, R., & Velayutham, E. (2021). Are tourism and energy consumption linked? Evidence from Australia. Sustainability, 13, 10800. https://doi.org/10.3390/su131910800
Le, H. P. (2020). The energy-growth nexus revisited: The role of financial development, institutions, government expenditure and trade openness. Heliyon, 6(7), e04369. https://doi.org/10.1016/j.heliyon.2020.e04369
Lee, J., & Tieslau, M. (2019). Panel LM unit root tests with level and trend shifts. Economic Modeling, 80, 1–10. https://doi.org/10.1016/j.econmod.2017.11.001
Lee, J. W., & Brahmasrene, T. (2013). Investigating the influence of tourism on economic growth and carbon emissions: Evidence from panel analysis of the European Union. Tourism Management, 38, 69–76. https://doi.org/10.1016/j.tourman.2013.02.016
Leon, C. J., Arana, J. E., & Hernández Alemán, A. (2014). CO2 emissions and tourism in developed and less developed countries. Applied Economics Letters, 21, 1169–1173. https://doi.org/10.1080/13504851.2014.916376
Liu, M., Chen, Z., Karmoh Sowah, J., Ahmed, Z., & Kirikkaleli, D. (2022). The dynamic impact of energy productivity and economic growth on environmental sustainability in South European countries. Gondwana Research, 115, 116–127. https://doi.org/10.1016/j.gr.2022.11.012
Liu, Y., Kumail, T., Ali, W., & Sadiq, F. (2019). The dynamic relationship between CO2 emission, international tourism and energy consumption in Pakistan: A cointegration approach. Tourism Review, 74, 761–779. https://doi.org/10.1108/tr-01-2019-0006
Liu, Y., & Ren, J. (2022). Developing a sustainability-oriented multi-criteria game theoretical decision analysis framework: A case study of sludge management. Journal of Cleaner Production, 354, 131807. https://doi.org/10.1016/j.jclepro.2022.131807
Marques, A. C., Fuinhas, J. A., & Tomas, C. (2019). Energy efficiency and sustainable growth in industrial sectors in European Union countries: A nonlinear ARDL approach. Journal of Cleaner Production, 239, 118045. https://doi.org/10.1016/j.jclepro.2019.118045
Massidda, C., & Mattana, P. (2013). A SVECM analysis of the relationship between international tourism arrivals, GDP and trade in Italy. Journal of Travel Research, 52(1), 93–105. https://doi.org/10.1177/0047287512457262
Menegaki, A., & Tugcu, C. (2017). Energy consumption and sustainable economic welfare in G7 countries; A comparison with the conventional nexus. Renewable and Sustainable Energy Reviews, 69, 892–901. https://doi.org/10.1016/j.rser.2016.11.133
Menegaki, A., & Tugcu, C. (2018). Two versions of the Index of Sustainable Economic Welfare (ISEW) in the Energy-Growth Nexus for selected Asian countries. Sustainable Production and Consumtion, 14, 21–35. https://doi.org/10.1016/j.spc.2017.12.005
Menegaki, A. N., & Tugcu, C. T. (2016). Rethinking the energy-growth nexus: Proposing an index of sustainable economic welfare for Sub-Saharan Africa. Energy Research & Social Science, 17, 147–159. https://doi.org/10.1016/j.erss.2016.04.009
Mikayilov, J. I., Mukhtarov, S., Mammadov, J., & Azizov, M. (2019). Re-evaluating the environmental impacts of tourism: Does EKC exist? Environmental Science and Pollution Research, 26(19), 19389–19402. https://doi.org/10.1007/s11356-019-05269-w
Minorics, L., Turkmen, C., Kernert, D., Bloebaum, P., Callot, L. & Janzing, D. (2022). Testing granger non-causality in panels with cross-sectional dependencies. In Proceedings of the 25th international conference on artificial intelligence and statistics, in proceedings of machine learning research (Vol. 151, pp. 10534–10554). https://proceedings.mlr.press/v151/minorics22a.html
Moscone, F., & Tosetti, E. (2010). Testing for error cross section independence with an application to US health expenditure. Regional Science and Urban Economics, 40(5), 283–291. https://doi.org/10.1016/j.regsciurbeco.2009.08.004
Nepal, R. A., al Irsyad, I. M., & Nepal, K. (2019). Tourist arrivals, energy consumption and pollutant emissions in a developing economy–implications for sustainable tourism. Tourism Management., 72, 145–154. https://doi.org/10.1016/j.tourman.2018.08.025
Pesaran, M. H. (2004). General diagnostic tests for cross section dependence in panels. Cambridge Working Papers in Economics. No: 0435, Faculty of Economics, University of Cambridge.
Pesaran, M. H. (2006). Estimation and inference in large heterogeneous panels with multifactor error structure. Econometrica, 74, 967–1012.
Ren, J., & Toniolo, S. (2021). Interval reference point technique for sustainable industrial processs election under uncertainties. Sustainable Production and Consumption, 27, 354–371. https://doi.org/10.1016/j.spc.2020.11.006
Saarinen, J. (2006). Traditions of sustainability in tourism studies. Annals of Tourism Research, 33, 1121–1140. https://doi.org/10.1016/j.annals.2006.06.007
Saldivia, M., Kristjanpoller, W., & Olson, J. E. (2020). Energy consumption and GDP revisited: A new panel data approach with wavelet decomposition. Applied Energy, 272, 115207. https://doi.org/10.1016/j.apenergy.2020.115207
Sghaier, A., Guizani, A., Ben Jabeur, S., & Nurunnabi, M. (2019). Tourism development, energy consumption and environmental quality in Tunisia, Egypt and Morocco: A trivariate analysis. GeoJournal, 84, 593–609. https://doi.org/10.1007/s10708-018-9878-z
Shan, J., & Wilson, K. (2001). Causality between trade and tourism: Empirical evidence for China. Applied Economics Letters, 8(4), 279–283. https://doi.org/10.1080/135048501750104114
Sigala, M. (2020). Tourism and COVID-19: Impacts and implications for advancing and resetting industry and research. Journal of Business Research, 117, 312–321. https://doi.org/10.1016/j.jbusres.2020.06.015
Skrinjaric, T. (2019). Examining the causal relationship between tourism and economic growth: Spillover Index approach for selected CEE and SEE countries. Economies, 7(1), 19. https://doi.org/10.3390/economies7010019
Statista. (2022). https://www.statista.com/statistics/324786/global-business-travel-spending-growth-forecast/. Accessed June 1, 2022.
Sun, I., Chenggang, Y., Khan, A., Hussain, J., & Bano, S. (2020). The role of tourism, and natural resources in the energy-pollution-growth nexus: An analysis of belt and road initiative countries. Journal of Environmental Planning and Management, 64(6), 999–1020. https://doi.org/10.1080/09640568.2020.1796607
Tang, C. F., & Abosedra, S. (2014). The impacts of tourism, energy consumption and political instability on economic growth in the MENA countries. Energy Policy, 68, 458–464. https://doi.org/10.1016/j.enpol.2014.01.004
Tiwari, A. K., Ozturk, I., & Aruna, M. (2013). Tourism, energy consumption and climate change in OECD countries. International Journal of Energy Economics and Policy, 3, 247–261.
Tugcu, C. T. (2014). Tourism and economic growth nexus revisited: A panel causality analysis for the case of the Mediterranean region. Tourism Management, 42, 207–212. https://doi.org/10.1016/j.tourman.2013.12.007
World Travel and Tourism Council, WTTC. (2019). Travel & tourism economic impact 2019 world. London.
World Travel and Tourism Council, WTTC. (2021). Travel & tourism economic impact 2019 world. London.
Zhang, L., & Gao, J. (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, 53, 225–234. https://doi.org/10.1016/j.rser.2015.08.040
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Ekonomou, G., Halkos, G. Expanding the tourism energy growth nexus: an empirical analysis within the Eurozone. Environ Dev Sustain (2023). https://doi.org/10.1007/s10668-023-03772-2
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DOI: https://doi.org/10.1007/s10668-023-03772-2