IDEAS home Printed from https://ideas.repec.org/a/vrs/ejothr/v13y2023i2p154-172n3.html
   My bibliography  Save this article

Modelling of nonlinear asymmetric effects of changes in tourism on economic growth in an autonomous small-island economy

Author

Listed:
  • Garrod Brian

    (Swansea University, School of Management, Centre for Visitor Economy Research (CVER), Bay Campus, Fabian Way, Swansea, SA1 8EN, UK)

  • Almeida António

    (University of Madeira & CiTUR Madeira, Department of Management and Economics, Faculty of Social Sciences, Campus Universitário da Penteada, Funchal, Portugal)

  • Machado Luiz

    (University of Madeira, Department of Management and Economics, Faculty of Social Sciences, Campus Universitário da Penteada, Funchal, Portugal)

Abstract

While a substantial body of empirical evidence exists supporting the tourism-led growth hypothesis, more limited evidence exists regarding the dynamics of the relationship between tourism and economic growth in the island context, with important questions remaining to be answered regarding the linearity and symmetry of the relationship. Policymakers would benefit greatly from such knowledge as they attempt to harness inbound tourism as an engine of economic growth. This study contributes to bridging this important gap in knowledge by investigating the dynamics of the relationship between tourism and GDP in Madeira, a small-island autonomous region of Portugal. The analysis employs an asymmetric nonlinear autoregressive distributed lag model, using data from 1976 to 2019. The results confirm unidirectional causality between tourism and GDP, thus corroborating the tourism-led growth hypothesis. The relationship is also found to be asymmetrical, where the retarding effect of falling tourism receipts is significantly stronger than the stimulus effect associated with increasing tourism receipts. Significant non-linear effects are also found in each adjustment pathway. In terms of policymaking, while this study confirms that investing in tourism can be an effective way of promoting economic growth, efforts should also be made to diversify both the tourism sector and the wider economy to reduce exposure to downside risks.

Suggested Citation

  • Garrod Brian & Almeida António & Machado Luiz, 2023. "Modelling of nonlinear asymmetric effects of changes in tourism on economic growth in an autonomous small-island economy," European Journal of Tourism, Hospitality and Recreation, Sciendo, vol. 13(2), pages 154-172, December.
  • Handle: RePEc:vrs:ejothr:v:13:y:2023:i:2:p:154-172:n:3
    DOI: 10.2478/ejthr-2023-0013
    as

    Download full text from publisher

    File URL: https://doi.org/10.2478/ejthr-2023-0013
    Download Restriction: no

    File URL: https://libkey.io/10.2478/ejthr-2023-0013?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Muhammad Shahbaz & Syed Jawad Hussain Shahzad & Mantu Kumar Mahalik & Perry Sadorsky, 2018. "How strong is the causal relationship between globalization and energy consumption in developed economies? A country-specific time-series and panel analysis," Applied Economics, Taylor & Francis Journals, vol. 50(13), pages 1479-1494, March.
    2. Piotr Majdak & Antonio Manuel Martins de Almeida, 2022. "Pre-Emptively Managing Overtourism by Promoting Rural Tourism in Low-Density Areas: Lessons from Madeira," Sustainability, MDPI, vol. 14(2), pages 1-20, January.
    3. Alper Aslan, 2014. "Tourism development and economic growth in the Mediterranean countries: evidence from panel Granger causality tests," Current Issues in Tourism, Taylor & Francis Journals, vol. 17(4), pages 363-372, April.
    4. 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.
    5. Hylleberg, S. & Engle, R. F. & Granger, C. W. J. & Yoo, B. S., 1990. "Seasonal integration and cointegration," Journal of Econometrics, Elsevier, vol. 44(1-2), pages 215-238.
    6. E. M. Ekanayake & Aubrey E. Long, 2012. "Tourism Development And Economic Growth In Developing Countries," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 6(1), pages 51-63.
    7. Shahzad, Syed Jawad Hussain & Hernandez, Jose Arreola & Al-Yahyaee, Khamis Hamed & Jammazi, Rania, 2018. "Asymmetric risk spillovers between oil and agricultural commodities," Energy Policy, Elsevier, vol. 118(C), pages 182-198.
    8. Perles-Ribes, José Francisco & Ramón-Rodríguez, Ana Belén & Rubia, Antonio & Moreno-Izquierdo, Luis, 2017. "Is the tourism-led growth hypothesis valid after the global economic and financial crisis? The case of Spain 1957–2014," Tourism Management, Elsevier, vol. 61(C), pages 96-109.
    9. 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.
    10. Nikeel Nishkar Kumar & Arvind Patel & Ravinay Amit Chandra & Navneet Nimesh Kumar, 2021. "Publication bias and the tourism-led growth hypothesis," PLOS ONE, Public Library of Science, vol. 16(10), pages 1-18, October.
    11. Pesaran, M. Hashem & Smith, Ron P., 2014. "Signs of impact effects in time series regression models," Economics Letters, Elsevier, vol. 122(2), pages 150-153.
    12. Daniel Balsalobre-Lorente & Oana Madalina Driha & Festus Victor Bekun & Festus Fatai Adedoyin, 2021. "The asymmetric impact of air transport on economic growth in Spain: fresh evidence from the tourism-led growth hypothesis," Current Issues in Tourism, Taylor & Francis Journals, vol. 24(4), pages 503-519, February.
    13. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    14. Niccolò Comerio & Fernanda Strozzi, 2019. "Tourism and its economic impact: A literature review using bibliometric tools," Tourism Economics, , vol. 25(1), pages 109-131, February.
    15. Jiachong Hu & Jin Xu & Lei Tong & Ummara Razi, 2022. "The dynamic role of film and drama industry, green innovation towards the sustainable environment in China: fresh insight from NARDL approach," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 5292-5309, December.
    16. Shahzad, Syed Jawad Hussain & Shahbaz, Muhammad & Ferrer, Román & Kumar, Ronald Ravinesh, 2017. "Tourism-led growth hypothesis in the top ten tourist destinations: New evidence using the quantile-on-quantile approach," Tourism Management, Elsevier, vol. 60(C), pages 223-232.
    17. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    18. Mahmut Bilen & Veli Yilanci & Hakan Eryüzlü, 2017. "Tourism development and economic growth: a panel Granger causality analysis in the frequency domain," Current Issues in Tourism, Taylor & Francis Journals, vol. 20(1), pages 27-32, January.
    19. Witold Orzeszko, 2021. "Nonlinear Causality between Crude Oil Prices and Exchange Rates: Evidence and Forecasting," Energies, MDPI, vol. 14(19), pages 1-16, September.
    20. Nikeel Nishkar Kumar & Arvind Patel, 2022. "Modelling the impact of COVID-19 in small pacific island countries," Current Issues in Tourism, Taylor & Francis Journals, vol. 25(3), pages 394-404, February.
    21. Samira Roudi & Huseyin Arasli & Seyi Saint Akadiri, 2019. "New insights into an old issue – examining the influence of tourism on economic growth: evidence from selected small island developing states," Current Issues in Tourism, Taylor & Francis Journals, vol. 22(11), pages 1280-1300, July.
    22. Nikeel Kumar & Ronald Ravinesh Kumar & Radika Kumar & Peter Josef Stauvermann, 2020. "Is the tourism–growth relationship asymmetric in the Cook Islands? Evidence from NARDL cointegration and causality tests," Tourism Economics, , vol. 26(4), pages 658-681, June.
    23. Nguyen Ho Minh Trang & Nguyen Huu Chau Duc & Nguyen Tien Dung, 2014. "Research Note: Empirical Assessment of the Tourism-Led Growth Hypothesis — The Case of Vietnam," Tourism Economics, , vol. 20(4), pages 885-892, August.
    24. Gert-Jan Hospers, 2003. "Localization in Europe's Periphery: Tourism Development in Sardinia," European Planning Studies, Taylor & Francis Journals, vol. 11(6), pages 629-645, September.
    25. Ewing, Bradley T. & Payne, James E. & Caporin, Massimilano, 2022. "The Asymmetric Impact of Oil Prices and Production on Drilling Rig Trajectory: A correction," Resources Policy, Elsevier, vol. 79(C).
    26. Clemente, Jesus & Montanes, Antonio & Reyes, Marcelo, 1998. "Testing for a unit root in variables with a double change in the mean," Economics Letters, Elsevier, vol. 59(2), pages 175-182, May.
    27. Tugcu, Can Tansel, 2014. "Tourism and economic growth nexus revisited: A panel causality analysis for the case of the Mediterranean Region," Tourism Management, Elsevier, vol. 42(C), pages 207-212.
    28. 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.
    29. Colin Cannonier & Monica Galloway Burke, 2019. "The economic growth impact of tourism in Small Island Developing States—evidence from the Caribbean," Tourism Economics, , vol. 25(1), pages 85-108, February.
    30. Adedoyin LAWAL & Abiola ASALEYE & Joseph ISEOLORUNKANMI & Olabisis POPOOLA, 2018. "Economic Growth Agricultural Output and Tourism Development in Nigeria An Application of the ARDL Bound Testing Approach," Journal of Advanced Research in Management, ASERS Publishing, vol. 9(4), pages 786-794.
    31. Nino Fonseca & Marcelino Sánchez-Rivero, 2020. "Publication bias and genuine effects: the case of Granger causality between tourism and income," Current Issues in Tourism, Taylor & Francis Journals, vol. 23(9), pages 1084-1108, May.
    32. repec:srs:journl:jemt:v:9:y:2018:i:4:p:786-794 is not listed on IDEAS
    33. 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.
    34. Nikeel Nishkar Kumar & Arvind Patel & Sean Kimpton & Antony Andrews, 2022. "Asymmetric reactions in the tourism‐led growth hypothesis," Australian Economic Papers, Wiley Blackwell, vol. 61(4), pages 661-677, December.
    35. Muhammad Athar Nadeem & Zhiying Liu & Haji Suleman Ali & Amna Younis & Muhammad Bilal & Yi Xu, 2020. "Innovation and Sustainable Development: Does Aid and Political Instability Impede Innovation?," SAGE Open, , vol. 10(4), pages 21582440209, November.
    36. Long, Shaobo & Zhang, Rui, 2022. "The asymmetric effects of international oil prices, oil price uncertainty and income on urban residents’ consumption in China," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 789-805.
    37. Juan Gabriel Brida & Bibiana Lanzilotta & Juan Sebastián Pereyra & Fiorella Pizzolon, 2015. "A nonlinear approach to the tourism-led growth hypothesis: the case of the MERCOSUR," Current Issues in Tourism, Taylor & Francis Journals, vol. 18(7), pages 647-666, July.
    38. 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.
    39. Nino Fonseca & Marcelino Sánchez-Rivero, 2020. "Significance bias in the tourism-led growth literature," Tourism Economics, , vol. 26(1), pages 137-154, February.
    40. De Vita, Glauco & Kyaw, Khine S., 2016. "Tourism development and growth," Annals of Tourism Research, Elsevier, vol. 60(C), pages 23-26.
    41. Sakiru Adebola Solarin, 2018. "Does tourism-led growth hypothesis exist in Mauritius? Evidence from disaggregated tourism markets," Current Issues in Tourism, Taylor & Francis Journals, vol. 21(9), pages 964-969, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nikeel Nishkar Kumar & Arvind Patel & Sean Kimpton & Antony Andrews, 2022. "Asymmetric reactions in the tourism‐led growth hypothesis," Australian Economic Papers, Wiley Blackwell, vol. 61(4), pages 661-677, December.
    2. Kumar, Nikeel Nishkar & Patel, Arvind, 2023. "Nonlinear effect of air travel tourism demand on economic growth in Fiji," Journal of Air Transport Management, Elsevier, vol. 109(C).
    3. Sadia Bano & Mehtab Alam & Anwar Khan & Lu Liu, 2021. "The nexus of tourism, renewable energy, income, and environmental quality: an empirical analysis of Pakistan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(10), pages 14854-14877, October.
    4. Jorge V Pérez-Rodríguez & Heiko Rachinger & María Santana-Gallego, 2022. "Does tourism promote economic growth? A fractionally integrated heterogeneous panel data analysis," Tourism Economics, , vol. 28(5), pages 1355-1376, August.
    5. Jun Zhang & Li Cheng, 2019. "Threshold Effect of Tourism Development on Economic Growth Following a Disaster Shock: Evidence from the Wenchuan Earthquake, P.R. China," Sustainability, MDPI, vol. 11(2), pages 1-22, January.
    6. Uktam Umurzakov & Shakhnoza Tosheva & Raufhon Salahodjaev, 2023. "Tourism and Sustainable Economic Development: Evidence from Belt and Road Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(1), pages 503-516, March.
    7. Hasan Murat Ertugrul & Fatih Mangir, 2015. "The tourism-led growth hypothesis: empirical evidence from Turkey," Current Issues in Tourism, Taylor & Francis Journals, vol. 18(7), pages 633-646, July.
    8. Yong Su & Jacob Cherian & Muhammad Safdar Sial & Alina Badulescu & Phung Anh Thu & Daniel Badulescu & Sarminah Samad, 2021. "Does Tourism Affect Economic Growth of China? A Panel Granger Causality Approach," Sustainability, MDPI, vol. 13(3), pages 1-12, January.
    9. Osinubi, Tolulope Temilola & Osinubi , Olufemi Bankole, 2020. "Inclusive Growth in Tourism-led Growth Hypothesis: Evidence from Nigeria," African Journal of Economic Review, African Journal of Economic Review, vol. 8(2), July.
    10. Konstantakopoulou, Ioanna, 2022. "Does health quality affect tourism? Evidence from system GMM estimates," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 425-440.
    11. Theodore Panagiotidis & Maurizio Mussoni & Georgios Voucharas, 2023. "How Important is Tourism for Growth?," Working Paper series 23-13, Rimini Centre for Economic Analysis.
    12. Waheed, Rida & Sarwar, Suleman & Dignah, Ashwaq, 2020. "The role of non-oil exports, tourism and renewable energy to achieve sustainable economic growth: What we learn from the experience of Saudi Arabia," Structural Change and Economic Dynamics, Elsevier, vol. 55(C), pages 49-58.
    13. Portella-Carbó, Ferran & Pérez-Montiel, Jose & Ozcelebi, Oguzhan, 2023. "Tourism-led economic growth across the business cycle: Evidence from Europe (1995–2021)," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1241-1253.
    14. Sarantis Lolos & Panagiotis Palaios & Evangelia Papapetrou, 2023. "Tourism-led growth asymmetries in Greece: evidence from quantile regression analysis," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 22(1), pages 125-148, January.
    15. Dogan, Ergun & Zhang, Xibin, 2023. "A nonparametric panel data model for examining the contribution of tourism to economic growth," Economic Modelling, Elsevier, vol. 128(C).
    16. Okumus, Fevzi & Kocak, Emrah, 2023. "Tourism and economic output: Do asymmetries matter?," Annals of Tourism Research, Elsevier, vol. 100(C).
    17. Nikeel Kumar & Ronald Ravinesh Kumar & Radika Kumar & Peter Josef Stauvermann, 2020. "Is the tourism–growth relationship asymmetric in the Cook Islands? Evidence from NARDL cointegration and causality tests," Tourism Economics, , vol. 26(4), pages 658-681, June.
    18. Kanjilal, Kakali & Ghosh, Sajal, 2013. "Environmental Kuznet’s curve for India: Evidence from tests for cointegration with unknown structuralbreaks," Energy Policy, Elsevier, vol. 56(C), pages 509-515.
    19. Iorember, Paul Terhemba & Usman, Ojonugwa & Jelilov, Gylych, 2019. "Asymmetric Effects of Renewable Energy Consumption, Trade Openness and Economic Growth on Environmental Quality in Nigeria and South Africa," MPRA Paper 96333, University Library of Munich, Germany, revised 2019.
    20. Salah Eddine Sari Hassoun & Khayereddine Salim Adda & Asma Hadjira Sebbane, 2021. "Examining the connection among national tourism expenditure and economic growth in Algeria," Future Business Journal, Springer, vol. 7(1), pages 1-9, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:vrs:ejothr:v:13:y:2023:i:2:p:154-172:n:3. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Peter Golla (email available below). General contact details of provider: https://www.sciendo.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.