IDEAS home Printed from https://ideas.repec.org/a/sae/toueco/v16y2010i3p715-729.html
   My bibliography  Save this article

Using the Panel Cointegration Approach to Analyse the Determinants of Tourism Demand in South Africa

Author

Listed:
  • Boopen Seetanah

    (Faculty of Law and Management, University of Mauritius, Reduit, Republic of Mauritius)

  • Ramesh Durbarry

    (School of Sustainable Development and Tourism, University of Technology, Mauritius, La Tour Koenig, Pointe-aux-Sables, Republic of Mauritius)

  • J.F. Nicolas Ragodoo

    (Faculty of Social Studies and Humanities, University of Mauritius, Reduit, Republic of Mauritius)

Abstract

Estimating tourism demand has become a challenge among researchers, as identification of key determinants is important for policymakers at a time when tourism has become the world's largest industry. Using a theoretical framework based on the gravity model, this paper models inbound tourism demand for South Africa to estimate price and income sensitivities as well as the impact of other important factors that affect tourist flows, such as the location of markets and socio-political factors. Given the non-stationary but cointegrated nature of the panel data, panel cointegration estimation techniques are employed. The results show that tourists are sensitive to price changes in South Africa and also to tourism price changes in competing destinations. The level of development, tourism infrastructure, distance (or transportation costs), common border and language are also found to affect arrivals. The results also indicate the need to conduct estimation by regional groupings for a better understanding of different markets.

Suggested Citation

  • 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.
  • Handle: RePEc:sae:toueco:v:16:y:2010:i:3:p:715-729
    DOI: 10.5367/000000010792278437
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.5367/000000010792278437
    Download Restriction: no

    File URL: https://libkey.io/10.5367/000000010792278437?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. Bergstrand, Jeffrey H, 1989. "The Generalized Gravity Equation, Monopolistic Competition, and the Factor-Proportions Theory in International Trade," The Review of Economics and Statistics, MIT Press, vol. 71(1), pages 143-153, February.
    2. Willem A. Naudé & Andrea Saayman, 2005. "Determinants of Tourist Arrivals in Africa: A Panel Data Regression Analysis," Tourism Economics, , vol. 11(3), pages 365-391, September.
    3. M. Thea Sinclair, 1997. "Tourism and Economic Development: A Survey," Studies in Economics 9703, School of Economics, University of Kent.
    4. Robert C. Feenstra & James R. Markusen & Andrew K. Rose, 2001. "Using the gravity equation to differentiate among alternative theories of trade," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 34(2), pages 430-447, May.
    5. Bergstrand, Jeffrey H, 1985. "The Gravity Equation in International Trade: Some Microeconomic Foundations and Empirical Evidence," The Review of Economics and Statistics, MIT Press, vol. 67(3), pages 474-481, August.
    6. 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.
    7. Tang, John C. S. & Rochananond, Narisara, 1990. "Attractiveness as a tourist destination: A comparative study of Thailand and selected countries," Socio-Economic Planning Sciences, Elsevier, vol. 24(3), pages 229-236.
    8. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    9. Andrew K. Rose & Eric van Wincoop, 2001. "National Money as a Barrier to International Trade: The Real Case for Currency Union," American Economic Review, American Economic Association, vol. 91(2), pages 386-390, May.
    10. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    11. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    12. repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Manuel González-Gómez, 2022. "European outbound tourism expansion on the islands of Cape Verde," Tourism Economics, , vol. 28(4), pages 1129-1150, June.
    2. Sakiru Adebola Solarin & Sinan Erdogan & Ugur Korkut Pata & Mustafa Tevfik Kartal, 2024. "Modeling the determinants of tourism diversification: An empirical analysis for Australia," Tourism Economics, , vol. 30(8), pages 2002-2020, December.
    3. Ogechi Adeola & Olaniyi Evans, 2020. "ICT, infrastructure, and tourism development in Africa," Tourism Economics, , vol. 26(1), pages 97-114, February.
    4. Recep Ulucak & Ali Gökhan Yücel & Salih Çağrı İlkay, 2020. "Dynamics of tourism demand in Turkey: Panel data analysis using gravity model," Tourism Economics, , vol. 26(8), pages 1394-1414, December.
    5. Nicolau, Juan Luis, 2011. "El efecto de la participación en actividades de ocio sobre la influencia de la distancia en la elección de destinos/When the Enrollment in Recreational Activities Changes Distance Sensitivity to Desti," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 29, pages 803-824, Diciembre.
    6. Georges Harb & Charbel Bassil, 2020. "Terrorism and inbound tourism: Does immigration have a moderating effect?," Tourism Economics, , vol. 26(3), pages 500-518, May.
    7. Peter Fuleky & Carl S. Bonham & Qianxue Zhao, 2013. "Estimating Demand Elasticities in Non-Stationary Panels: The Case of Hawaii's Tourism Industry," Working Papers 201314, University of Hawaii at Manoa, Department of Economics.
    8. Wamboye, Evelyn F. & Nyaronga, Peter John & Sergi, Bruno S., 2020. "What are the determinant of international tourism in Tanzania?," World Development Perspectives, Elsevier, vol. 17(C).
    9. Hassani, Hossein & Webster, Allan & Silva, Emmanuel Sirimal & Heravi, Saeed, 2015. "Forecasting U.S. Tourist arrivals using optimal Singular Spectrum Analysis," Tourism Management, Elsevier, vol. 46(C), pages 322-335.
    10. Jorge V. Pérez-Rodríguez & Heiko Rachinger & Rafael Suárez-Vega, 2024. "Is peer-to-peer demand cointegrated at the listing level?," Empirical Economics, Springer, vol. 66(5), pages 2249-2275, May.
    11. 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.
    12. Jitendra Sharma & Subrata Kumar Mitra, 2021. "Asymmetric relationship between tourist arrivals and employment," Tourism Economics, , vol. 27(5), pages 952-970, August.
    13. Omkar Joshi & Neelam C. Poudyal & Lincoln R. Larson, 2017. "The influence of sociopolitical, natural, and cultural factors on international tourism growth: a cross-country panel analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 19(3), pages 825-838, June.
    14. Jaume Rosselló Nadal & María Santana Gallego, 2022. "Gravity models for tourism demand modeling: Empirical review and outlook," Journal of Economic Surveys, Wiley Blackwell, vol. 36(5), pages 1358-1409, December.
    15. Dandy Badimo & Zhao Yuhuan, 2025. "The effect of exchange rate (regime) on Botswana’s inbound leisure tourism demand," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(4), pages 8909-8934, April.
    16. Guiling Yue & Ahsan Zubair & Muhammad Usman & Muhammad Azeem Abro, 2024. "Institutional Environment and Tourism: Moderating Role of Host Countries’ Health System," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(2), pages 7358-7374, June.
    17. Muhammad Asif Khan & József Popp & Mirza Nouman Ali Talib & Zoltán Lakner & Muhammad Atif Khan & Judit Oláh, 2020. "Asymmetric Impact of Institutional Quality on Tourism Inflows Among Selected Asian Pacific Countries," Sustainability, MDPI, vol. 12(3), pages 1-16, February.
    18. repec:hae:wpaper:2013-2 is not listed on IDEAS
    19. Charbel Bassil & Ghialy Yap, 2024. "Can immigration moderate the adverse effects of political instability on international tourism? A case study of Australia," Tourism Economics, , vol. 30(2), pages 477-497, March.
    20. Armand Viljoen & Andrea Saayman & Melville Saayman, 2019. "Determinants influencing inbound arrivals to Africa," Tourism Economics, , vol. 25(6), pages 856-883, September.
    21. Muhammad Amin Hasan & Mr. Abdullah & Muhammad Arsalan Hashmi & Ali Sajid, 2022. "International Remittances and International Tourism Development in South Asia: The Moderating Role of Political Stability," Journal of Economic Impact, Science Impact Publishers, vol. 4(3), pages 177-187.
    22. Sylvain Petit & Neelu Seetaram, 2018. "Measuring the Effect of Revealed Cultural Preferences on Tourism Exports," Post-Print hal-02133249, HAL.

    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. Güzin Bayar, 2018. "Estimating export equations: a survey of the literature," Empirical Economics, Springer, vol. 54(2), pages 629-672, March.
    2. Narayan, Seema & Nguyen, Tri Tung, 2016. "Does the trade gravity model depend on trading partners? Some evidence from Vietnam and her 54 trading partners," International Review of Economics & Finance, Elsevier, vol. 41(C), pages 220-237.
    3. Michele FRATIANNI & Chang HOON HO, 2007. "On the Relationship Between RTA Expansion and Openness," Working Papers 288, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    4. Cardamone, Paola, 2007. "A Survey of the Assessments of the Effectiveness of Preferential Trade Agreements using Gravity Models," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 60(4), pages 421-473.
    5. Cecilio R. Tamarit Escalona & Estrella Gómez, 2011. "The euro effect on trade: evidence in gravity equations using panel cointegration techniques," Working Papers. Serie EC 2011-07, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    6. Chukiat Chaiboonsri & Prasert Chaitip & N. Rangaswamy, 2008. "A Panel Unit Root and Panel Cointegration Test of the Modeling International Tourism Demand in India," Annals of the University of Petrosani, Economics, University of Petrosani, Romania, vol. 8(1), pages 95-124.
    7. Jean-Philippe Stijns, 2003. "An Empirical Test of the Dutch Disease Hypothesis using a Gravity Model of Trade," International Trade 0305001, University Library of Munich, Germany.
    8. Chukiat Chaiboonsri & Jittaporn Sriboonjit & Thanes Sriwichailamphan & Prasert Chaitip & Songsak Sriboonchitta, 2010. "A Panel Cointegration Analysis: An Application To International Tourism Demand Of Thailand," Annals of the University of Petrosani, Economics, University of Petrosani, Romania, vol. 10(3), pages 69-86.
    9. Lorde, Troy & Li, Gang & Airey, David, 2014. "Modeling Caribbean Tourism Demand: An Augmented Gravity Approach," MPRA Paper 95476, University Library of Munich, Germany.
    10. Maria Cipollina & Luca Salvatici, 2010. "Reciprocal Trade Agreements in Gravity Models: A Meta‐Analysis," Review of International Economics, Wiley Blackwell, vol. 18(1), pages 63-80, February.
    11. Neelu Seetaram & Sylvain Petit, 2012. "Panel data analysis in Tourism Research," Post-Print hal-01831529, HAL.
    12. Petra Bubáková, 2013. "Gravity Model of International Trade, Its Variables, Assumptions, Problems and Applications [Gravitační model mezinárodní směny, jeho proměnné, předpoklady, problémy a aplikace]," Acta Oeconomica Pragensia, Prague University of Economics and Business, vol. 2013(2), pages 3-24.
    13. Balli, Faruk & Civan, Abdulkadir & Uras, Oguz, 2015. "The impact of the Hizmet movement on Turkey's bilateral trade," Economic Modelling, Elsevier, vol. 45(C), pages 74-82.
    14. repec:ags:ijag24:345069 is not listed on IDEAS
    15. Zhang, Daowei & Li, Yanshu, 2009. "Forest endowment, logging restrictions, and China's wood products trade," China Economic Review, Elsevier, vol. 20(1), pages 46-53, March.
    16. Felicitas Nowak-Lehmann & Inmaculada Martínez-Zarzoso & Dierk Herzer & Stephan Klasen & Adriana Cardozo, 2013. "Does foreign aid promote recipient exports to donor countries?," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(3), pages 505-535, September.
    17. Jordaan, André C. & Eita, Joel H., 2012. "Determinants of South Africa's exports of leather products," Agrekon, Agricultural Economics Association of South Africa (AEASA), vol. 51(2), June.
    18. Chengang Wang & Yingqi Wei & Xiaming Liu, 2010. "Determinants of Bilateral Trade Flows in OECD Countries: Evidence from Gravity Panel Data Models," The World Economy, Wiley Blackwell, vol. 33(7), pages 894-915, July.
    19. Mwebaze, P., 2018. "The Impact of EU Pesticide Residue standards on African Fresh Produce Exports to the UK," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 275998, International Association of Agricultural Economists.
    20. Michele Fratianni & Chang Hoon Oh, 2009. "Expanding RTAs, trade flows, and the multinational enterprise," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1206-1227, September.
    21. Wen-Hsien Liu & Hui-Fang Liang, 2016. "Will Domestic Imitative Threats Influence High-Tech Imports? Evidence from Taiwan," Journal of Economics and Management, College of Business, Feng Chia University, Taiwan, vol. 12(1), pages 37-60, February.

    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:16:y:2010:i:3:p:715-729. 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.