IDEAS home Printed from https://ideas.repec.org/a/eee/touman/v39y2013icp71-83.html
   My bibliography  Save this article

Different tourists to different destinations. Evidence from spatial interaction models

Author

Listed:
  • Marrocu, Emanuela
  • Paci, Raffaele

Abstract

Given the importance of tourism as a catalyst for local economic growth, the identification of tourist flows determinants is also important. This paper reports results from an econometric study of tourism flows for the 107 Italian provinces based on origin–destination (OD) spatial interaction models. In addition to distance, the set of explanatory variables includes both pull and push characteristics to assess their relative roles in determining the attractiveness of the provinces to tourists. Hence measures are incorporated for income, density, accessibility, and natural, cultural and recreational attractions. The main results indicate the importance of spatial dependency induced by neighbouring provinces as both origins of, and destinations for trips, a factor commonly overlooked by previous contributions relying on the gravity specification. Inter-neighbouring interactive effects are thus important, and most explanatory variables exhibit the expected effect, with distance and population density showing a negative impact on tourists' decisions when choosing a specific destination, while income, accessibility and attractions are crucial determinants of tourism flows.

Suggested Citation

  • Marrocu, Emanuela & Paci, Raffaele, 2013. "Different tourists to different destinations. Evidence from spatial interaction models," Tourism Management, Elsevier, vol. 39(C), pages 71-83.
    • Handle: RePEc:eee:touman:v:39:y:2013:i:c:p:71-83
    DOI: 10.1016/j.tourman.2012.10.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0261517712001896
    Download Restriction: no
    File URL: https://libkey.io/10.1016/j.tourman.2012.10.009?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Kelejian, Harry H & Prucha, Ingmar R, 1999. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 509-533, May.
    2. Massidda, Carla & Etzo, Ivan, 2012. "The determinants of Italian domestic tourism: A panel data analysis," Tourism Management, Elsevier, vol. 33(3), pages 603-610.
    3. Kathleen P. Bell & Nancy E. Bockstael, 2000. "Applying the Generalized-Moments Estimation Approach to Spatial Problems Involving Microlevel Data," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 72-82, February.
    4. Marrocu, Emanuela & Paci, Raffaele, 2011. "They arrive with new information. Tourism flows and production efficiency in the European regions," Tourism Management, Elsevier, vol. 32(4), pages 750-758.
    5. James P. LeSage & R. Kelley Pace, 2008. "Spatial Econometric Modeling Of Origin‐Destination Flows," Journal of Regional Science, Wiley Blackwell, vol. 48(5), pages 941-967, December.
    6. Rinaldo Brau, 2008. "Demand-Driven Sustainable Tourism? A Choice Modelling Analysis," Tourism Economics, , vol. 14(4), pages 691-708, December.
    7. Dionysia Lambiri & Bianca Biagi & Vicente Royuela, 2007. "Quality of Life in the Economic and Urban Economic Literature," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 84(1), pages 1-25, October.
    8. Tamara de la Mata & Carlos Llano-Verduras, 2012. "Spatial pattern and domestic tourism: An econometric analysis using inter-regional monetary flows by type of journey," Papers in Regional Science, Wiley Blackwell, vol. 91(2), pages 437-470, June.
    9. Deng, Minfeng & Athanasopoulos, George, 2011. "Modelling Australian domestic and international inbound travel: a spatial–temporal approach," Tourism Management, Elsevier, vol. 32(5), pages 1075-1084.
    10. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
    11. Yair Eilat & Liran Einav, 2004. "Determinants of international tourism: a three-dimensional panel data analysis," Applied Economics, Taylor & Francis Journals, vol. 36(12), pages 1315-1327.
    12. D A Griffith & K G Jones, 1980. "Explorations into the Relationship between Spatial Structure and Spatial Interaction," Environment and Planning A, , vol. 12(2), pages 187-201, February.
    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. Kerkman, Kasper & Martens, Karel & Meurs, Henk, 2018. "Predicting travel flows with spatially explicit aggregate models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 68-88.
    2. Kerkman, Kasper & Martens, Karel & Meurs, Henk, 2017. "A multilevel spatial interaction model of transit flows incorporating spatial and network autocorrelation," Journal of Transport Geography, Elsevier, vol. 60(C), pages 155-166.
    3. Raffaele Paci & Emanuela Marrocu, 2014. "Tourism and regional growth in Europe," Papers in Regional Science, Wiley Blackwell, vol. 93, pages 25-50, November.
    4. Roberto Patuelli & Maurizio Mussoni & Guido Candela, 2016. "The Effects of World Heritage Sites on Domestic Tourism: A Spatial Interaction Model for Italy," Advances in Spatial Science, in: Roberto Patuelli & Giuseppe Arbia (ed.), Spatial Econometric Interaction Modelling, chapter 0, pages 281-315, Springer.
    5. Jean-Sauveur Ay & Raja Chakir & Julie Le Gallo, 2014. "The effects of scale, space and time on the predictive accuracy of land use models," Working Papers 2014/02, INRA, Economie Publique.
    6. Salvatore Costantino & Maria Francesca Cracolici & J. Paul Elhorst, 2023. "A spatial origin‐destination approach for the analysis of local tourism demand in Italy," Papers in Regional Science, Wiley Blackwell, vol. 102(2), pages 393-419, April.
    7. Andreas A. Andrikopoulos & Dimitrios C. Gkountanis, 2011. "Issues and Models in Applied Econometrics: A partial survey," South-Eastern Europe Journal of Economics, Association of Economic Universities of South and Eastern Europe and the Black Sea Region, vol. 9(2), pages 107-165.
    8. Carvalho Pedro & Márquez Miguel A. & Díaz Montserrat, 2016. "Do neighbouring countries encourage the demand of international business tourism?," European Journal of Tourism, Hospitality and Recreation, Sciendo, vol. 7(3), pages 156-167, December.
    9. S. Wong & C. Yiu & K. Chau, 2013. "Trading Volume-Induced Spatial Autocorrelation in Real Estate Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 46(4), pages 596-608, May.
    10. Marrocu, Emanuela & Paci, Raffaele, 2011. "They arrive with new information. Tourism flows and production efficiency in the European regions," Tourism Management, Elsevier, vol. 32(4), pages 750-758.
    11. Frank Davenport, 2017. "Estimating standard errors in spatial panel models with time varying spatial correlation," Papers in Regional Science, Wiley Blackwell, vol. 96, pages 155-177, March.
    12. Théophile Azomahou, 2008. "Minimum distance estimation of the spatial panel autoregressive model," Cliometrica, Journal of Historical Economics and Econometric History, Association Française de Cliométrie (AFC), vol. 2(1), pages 49-83, April.
    13. William Rogers, 2010. "The Housing Price Impact of Covenant Restrictions and Other Subdivision Characteristics," The Journal of Real Estate Finance and Economics, Springer, vol. 40(2), pages 203-220, February.
    14. Arauzo-Carod, Josep-Maria & Manjón-Antolín, Miguel & Martínez , Óscar, 2015. "The Relocation of R&D Establishments in France: An Empirical Analysis," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 33, pages 97-119.
    15. Sgrignoli, Paolo & Metulini, Rodolfo & Schiavo, Stefano & Riccaboni, Massimo, 2015. "The relation between global migration and trade networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 417(C), pages 245-260.
    16. Andi Syah Putra & Guangji Tong & Didit Okta Pribadi, 2020. "Spatial Analysis of Socio-Economic Driving Factors of Food Expenditure Variation between Provinces in Indonesia," Sustainability, MDPI, vol. 12(4), pages 1-18, February.
    17. David Boto‐García & Antonio Alvarez & José Baños, 2021. "Modelling heterogeneous preferences for nature‐based tourism trips," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1625-1653, December.
    18. Gupta, Abhimanyu, 2019. "Estimation Of Spatial Autoregressions With Stochastic Weight Matrices," Econometric Theory, Cambridge University Press, vol. 35(2), pages 417-463, April.
    19. Kelejian, Harry H. & Prucha, Ingmar R., 2007. "The relative efficiencies of various predictors in spatial econometric models containing spatial lags," Regional Science and Urban Economics, Elsevier, vol. 37(3), pages 363-374, May.
    20. Valerien O. Pede & Raymond J. G. M. Florax & Henri L. F. De Groot, 2007. "Technological Leadership, Human Capital and Economic Growth: a Spatial Econometric Analysis for US Counties, 1969-2003," Annals of Economics and Statistics, GENES, issue 87-88, pages 103-124.

    More about this item

    Keywords

    Tourism flows; Spatial origin–destination interaction models; Neighbouring effects; Product differentiation; Amenities; Italy;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism
    • Q26 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Recreational Aspects of Natural Resources
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

    Statistics

    Access and download statistics

    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:eee:touman:v:39:y:2013:i:c:p:71-83. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/tourism-management .

    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.