IDEAS home Printed from https://ideas.repec.org/a/sae/toueco/v30y2024i3p702-727.html
   My bibliography  Save this article

Air transport capacity and tourism demand: A panel cointegration approach with cross-sectionally augmented autoregressive distributed lag (CS-ARDL) model

Author

Listed:
  • Rockie U Kei Kuok
  • Tay T.R. Koo
  • Christine Lim

Abstract

This research aims to quantify the effect of air transport capacity on tourism demand by examining their long-term (cointegrating) relationship, accounting for cross-sectional dependence and endogeneity. Panel time series data from 2008Q1 to 2019Q4 for international tourist arrivals from 16 main origins to six Australian states are investigated. The study finds 1% increase in Available-Seat-Kilometers, seat capacity, or flight frequency can result in 0.4%–0.7% increase in tourist arrivals to Australia, adding to the body of evidence that shows a non-negligible aviation-led generative effect on tourism demand. The study finds ignoring cross-sectional dependence can result in significantly different, and potentially incorrect, coefficient estimates. Although using pre-COVID data, the results are useful in highlighting the likely aviation supply—tourism demand relations under reasonably well-performing market conditions. For greater tourism demand, findings call for more liberal international air services agreements, and direct/indirect air route development subsidies with minimum commitment of several years.

Suggested Citation

  • Rockie U Kei Kuok & Tay T.R. Koo & Christine Lim, 2024. "Air transport capacity and tourism demand: A panel cointegration approach with cross-sectionally augmented autoregressive distributed lag (CS-ARDL) model," Tourism Economics, , vol. 30(3), pages 702-727, May.
    • Handle: RePEc:sae:toueco:v:30:y:2024:i:3:p:702-727
    DOI: 10.1177/13548166231178355
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/13548166231178355
    Download Restriction: no
    File URL: https://libkey.io/10.1177/13548166231178355?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. Tsui, Kan Wai Hong & Tan, David & Chow, Clement Kong Wing & Shi, Song, 2019. "Regional airline capacity, tourism demand and housing prices: A case study of New Zealand," Transport Policy, Elsevier, vol. 77(C), pages 8-22.
    2. Joakim Westerlund, 2008. "Panel cointegration tests of the Fisher effect," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(2), pages 193-233.
    3. 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.
    4. 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.
    5. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    6. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    7. Gunter, Ulrich & Önder, Irem & Smeral, Egon, 2019. "Scientific value of econometric tourism demand studies," Annals of Tourism Research, Elsevier, vol. 78(C), pages 1-1.
    8. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    9. Clements, Michael P & Hendry, David F, 1995. "Forecasting in Cointegration Systems," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(2), pages 127-146, April-Jun.
    10. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    11. Christoffersen, Peter F. & Diebold, Francis X., 1997. "Optimal Prediction Under Asymmetric Loss," Econometric Theory, Cambridge University Press, vol. 13(6), pages 808-817, December.
    12. Tarik Dogru & Umit Bulut & Ercan Sirakaya-Turk, 2021. "Modeling tourism demand: Theoretical and empirical considerations for future research," Tourism Economics, , vol. 27(4), pages 874-889, June.
    13. 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.
    14. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    15. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    16. Gallet, Craig A. & Doucouliagos, Hristos, 2014. "The income elasticity of air travel: A meta-analysis," Annals of Tourism Research, Elsevier, vol. 49(C), pages 141-155.
    17. Koo, Tay T.R. & Lim, Christine & Dobruszkes, Frédéric, 2017. "Causality in direct air services and tourism demand," Annals of Tourism Research, Elsevier, vol. 67(C), pages 67-77.
    18. Hsu, Chaug-Ing & Wen, Yuh-Horng, 2003. "Determining flight frequencies on an airline network with demand-supply interactions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 39(6), pages 417-441, November.
    19. Frees, Edward W., 1995. "Assessing cross-sectional correlation in panel data," Journal of Econometrics, Elsevier, vol. 69(2), pages 393-414, October.
    20. Alsumairi, Mohammad & Hong Tsui, Kan Wai, 2017. "A case study: The impact of low-cost carriers on inbound tourism of Saudi Arabia," Journal of Air Transport Management, Elsevier, vol. 62(C), pages 129-145.
    21. Tay-Ryang Koo & Christine Lim & Frédéric Dobruszkes, 2017. "Causality in direct air services and tourism demand," ULB Institutional Repository 2013/259047, ULB -- Universite Libre de Bruxelles.
    22. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    23. Hatice Ozer Balli & Faruk Balli & Wai Hong Kan Tsui, 2019. "International tourism demand, number of airline seats and trade triangle: Evidence from New Zealand partners," Tourism Economics, , vol. 25(1), pages 132-144, February.
    24. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    25. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    26. Peng, Bo & Song, Haiyan & Crouch, Geoffrey I., 2014. "A meta-analysis of international tourism demand forecasting and implications for practice," Tourism Management, Elsevier, vol. 45(C), pages 181-193.
    27. Douglas, George W & Miller, James C, III, 1974. "Quality Competition, Industry Equilibrium, and Efficiency in the Price-Constrained Airline Market," American Economic Review, American Economic Association, vol. 64(4), pages 657-669, September.
    28. 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.
    29. Chung, Jin Young & Whang, Taehee, 2011. "The impact of low cost carriers on Korean Island tourism," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1335-1340.
    30. Rey, Belén & Myro, Rafael L. & Galera, Asun, 2011. "Effect of low-cost airlines on tourism in Spain. A dynamic panel data model," Journal of Air Transport Management, Elsevier, vol. 17(3), pages 163-167.
    31. Sigbjorn Tveteras & Kristin H. Roll, 2014. "Non-Stop Flights and Tourist Arrivals," Tourism Economics, , vol. 20(1), pages 5-20, February.
    32. Morlotti, Chiara & Cattaneo, Mattia & Malighetti, Paolo & Redondi, Renato, 2017. "Multi-dimensional price elasticity for leisure and business destinations in the low-cost air transport market: Evidence from easyJet," Tourism Management, Elsevier, vol. 61(C), pages 23-34.
    33. Koo, Tay T.R. & Tan, David T. & Duval, David Timothy, 2013. "Direct air transport and demand interaction: A vector error-correction model approach," Journal of Air Transport Management, Elsevier, vol. 28(C), pages 14-19.
    34. Alderighi, Marco & Gaggero, Alberto A., 2019. "Flight availability and international tourism flows," Annals of Tourism Research, Elsevier, vol. 79(C).
    35. Zhang, Hanyuan & Song, Haiyan & Wen, Long & Liu, Chang, 2021. "Forecasting tourism recovery amid COVID-19," Annals of Tourism Research, Elsevier, vol. 87(C).
    36. Dierk Herzer, 2019. "The long-run effect of aid on health: evidence from panel cointegration analysis," Applied Economics, Taylor & Francis Journals, vol. 51(12), pages 1319-1338, March.
    37. Spasojevic, Bojana & Lohmann, Gui, 2022. "Air route development - Lessons from Australia," Journal of Air Transport Management, Elsevier, vol. 104(C).
    38. Pitfield, D.E. & Caves, R.E. & Quddus, M.A., 2010. "Airline strategies for aircraft size and airline frequency with changing demand and competition: A simultaneous-equations approach for traffic on the north Atlantic," Journal of Air Transport Management, Elsevier, vol. 16(3), pages 151-158.
    39. Morrison, William G. & de Wit, Jaap, 2019. "US open skies agreements and unlevel playing fields," Journal of Air Transport Management, Elsevier, vol. 74(C), pages 30-38.
    40. Duval, David Timothy & Schiff, Aaron, 2011. "Effect of air services availability on international visitors to New Zealand," Journal of Air Transport Management, Elsevier, vol. 17(3), pages 175-180.
    41. Tano, Doki K., 1993. "The added worker effect : A causality test," Economics Letters, Elsevier, vol. 43(1), pages 111-117.
    42. Christine Lim, 1997. "An Econometric Classification and Review of International Tourism Demand Models," Tourism Economics, , vol. 3(1), pages 69-81, March.
    43. Duval, David Timothy, 2008. "Regulation, competition and the politics of air access across the Pacific," Journal of Air Transport Management, Elsevier, vol. 14(5), pages 237-242.
    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. Tarik Dogru & Umit Bulut & Ercan Sirakaya-Turk, 2021. "Modeling tourism demand: Theoretical and empirical considerations for future research," Tourism Economics, , vol. 27(4), pages 874-889, June.
    2. Zeeshan Arshad & Margarita Robaina & Anabela Botelho, 2020. "Renewable and Non-renewable Energy, Economic Growth and Natural Resources Impact on Environmental Quality: Empirical Evidence from South and Southeast Asian Countries with CS-ARDL Modeling," International Journal of Energy Economics and Policy, Econjournals, vol. 10(5), pages 368-383.
    3. Chakraborty, Saptorshee Kanto & Mazzanti, Massimiliano, 2021. "Renewable electricity and economic growth relationship in the long run: Panel data econometric evidence from the OECD," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 330-341.
    4. Abdelaziz Boukhelkhal, 2022. "Energy use, economic growth and CO2 emissions in Africa: does the environmental Kuznets curve hypothesis exist? New evidence from heterogeneous panel under cross-sectional dependence," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(11), pages 13083-13110, November.
    5. Gianni Carvelli, 2023. "The long-run effects of government expenditure on private investments: a panel CS-ARDL approach," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 47(3), pages 620-645, September.
    6. Khalid, Usman & Shafiullah, Muhammad, 2021. "Financial development and governance: A panel data analysis incorporating cross-sectional dependence," Economic Systems, Elsevier, vol. 45(2).
    7. Krieger, Tim & Meierrieks, Daniel, 2020. "Population size and the size of government," European Journal of Political Economy, Elsevier, vol. 61(C).
    8. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2022. "Which are the long-run determinants of US outward FDI? Evidence using large long-memory panels," Working Papers 2022.08, International Network for Economic Research - INFER.
    9. Bulatovic, Iva & Papatheodorou, Andreas, 2023. "Civil aviation and tourism demand in Montenegro: A panel data approach," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 9(1), pages 25-36.
    10. Chakraborty, Saptorshee Kanto & Mazzanti, Massimiliano, 2020. "Energy intensity and green energy innovation: Checking heterogeneous country effects in the OECD," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 328-343.
    11. Carvelli, Gianni, 2024. "The dynamic effects of public investments on private capital formation: Modelling a heterogeneous asymmetric cointegration with unobserved global factors," International Economics, Elsevier, vol. 177(C).
    12. Qamruzzaman, Md, 2022. "Nexus between renewable energy, foreign direct investment, and agro-productivity: The mediating role of carbon emission," Renewable Energy, Elsevier, vol. 184(C), pages 526-540.
    13. Naima Chrid & Sami Saafi & Mohamed Chakroun, 2021. "Export Upgrading and Economic Growth: a Panel Cointegration and Causality Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 811-841, June.
    14. Gangopadhyay, Partha & Jain, Siddharth & Bakry, Walid, 2022. "In search of a rational foundation for the massive IT boom in the Australian banking industry: Can the IT boom really drive relationship banking?," International Review of Financial Analysis, Elsevier, vol. 82(C).
    15. Francisco García-Lillo & Eduardo Sánchez-García & Bartolomé Marco-Lajara & Pedro Seva-Larrosa, 2023. "Renewable Energies and Sustainable Development: A Bibliometric Overview," Energies, MDPI, vol. 16(3), pages 1-22, January.
    16. Herzer, Dierk & Nunnenkamp, Peter, 2015. "Income inequality and health: Evidence from developed and developing countries," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 9, pages 1-56.
    17. Myo Myo Htike & Anil Shrestha & Makoto Kakinaka, 2022. "Investigating whether the environmental Kuznets curve hypothesis holds for sectoral CO2 emissions: evidence from developed and developing countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(11), pages 12712-12739, November.
    18. Trofimov, Ivan D., 2020. "Is There a J-Curve Effect in the Services Trade in Canada? A Panel Data Analysis," MPRA Paper 106704, University Library of Munich, Germany.
    19. Schneider, Nicolas & Strielkowski, Wadim, 2023. "Modelling the unit root properties of electricity data—A general note on time-domain applications," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 618(C).
    20. Siamand Hesami & Bezhan Rustamov & Husam Rjoub & Wing-Keung Wong, 2020. "Implications of Oil Price Fluctuations for Tourism Receipts: The Case of Oil Exporting Countries," Energies, MDPI, vol. 13(17), pages 1-17, August.

    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:sae:toueco:v:30:y:2024:i:3:p:702-727. 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: SAGE Publications (email available below). General contact details of provider: .

    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.