IDEAS home Printed from https://ideas.repec.org/a/sae/toueco/v28y2022i2p559-579.html
   My bibliography  Save this article

Application of PCA with georeferenced data in the tourism industry: A case study in the province of Córdoba, Argentina

Author

Listed:
  • Laura I Luna

    (National University of Córdoba, Argentina)

Abstract

The spatial analysis of tourism industries provides information about their structure, which is necessary for decision-making. In this work, tourism industries in the departments of Córdoba province, Argentina, for the 2001–2014 period were mapped. Multivariate methods with and without spatial restrictions (spatial principal components (sPCs) analysis, MULTISPATI-PCA, and principal components analysis (PCA), respectively) were applied and their performance was compared. MULTISPATI-PCA yielded a higher degree of spatial structuring of the components that summarize tourism activities than PCA. The methodological innovation lies in the generation of statistics for multidimensional spatial data. The departments were classified according to the participation of tourism activities in the value added of tourism using the sPCs obtained as input of the cluster fuzzy k-means analysis. This information provides elements necessary for appropriately defining local development strategies and, therefore, is useful to improve decision-making.

Suggested Citation

  • Laura I Luna, 2022. "Application of PCA with georeferenced data in the tourism industry: A case study in the province of Córdoba, Argentina," Tourism Economics, , vol. 28(2), pages 559-579, March.
    • Handle: RePEc:sae:toueco:v:28:y:2022:i:2:p:559-579
    DOI: 10.1177/1354816620987681
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/1354816620987681
    Download Restriction: no
    File URL: https://libkey.io/10.1177/1354816620987681?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. Francesco Capone & Rafael Boix, 2008. "Sources of growth and competitiveness of local tourist production systems: an application to Italy (1991–2001)," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(1), pages 209-224, March.
    2. Krugman, Paul, 1998. "What's New about the New Economic Geography?," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 14(2), pages 7-17, Summer.
    3. Roger Bivand, 2008. "Implementing Representations Of Space In Economic Geography," Journal of Regional Science, Wiley Blackwell, vol. 48(1), pages 1-27, February.
    4. Eric Neumayer, 2004. "The Impact of Political Violence on Tourism," Journal of Conflict Resolution, Peace Science Society (International), vol. 48(2), pages 259-281, April.
    5. María Cristina Rodríguez Rangel & Marcelino Sánchez Rivero & Julián Ramajo Hernández, 2020. "A Spatial Analysis of Intensity in Tourism Accommodation: An Application for Extremadura (Spain)," Economies, MDPI, vol. 8(2), pages 1-21, April.
    6. Nishaal Gooroochurn & Aoife Hanley, 2005. "Spillover effects in long-haul visitors between two regions," Regional Studies, Taylor & Francis Journals, vol. 39(6), pages 727-738.
    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. Natalia Porto & Vicente Ramos, 2022. "Developments in the field of tourism economics: The seventh IATE (International Association for Tourism Economics) conference," Tourism Economics, , vol. 28(2), pages 473-475, March.

    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. Dilek Cetin & Emre Aksoy & Yalçın Arslanturk, 2022. "Tourism Location Choice of Local and Foreign Tourist: A Perspective through Spatial Analysis," World Journal of Applied Economics, WERI-World Economic Research Institute, vol. 8(2), pages 65-79, December.
    2. Eden Xiaoying Jiao & Jason Li Chen, 2019. "Tourism forecasting: A review of methodological developments over the last decade," Tourism Economics, , vol. 25(3), pages 469-492, May.
    3. Lado-Sestayo, Rubén & Otero-González, Luis & Vivel-Búa, Milagros & Martorell-Cunill, Onofre, 2016. "Impact of location on profitability in the Spanish hotel sector," Tourism Management, Elsevier, vol. 52(C), pages 405-415.
    4. Taotao Deng & Yukun Hu, 2019. "Modelling China’s outbound tourist flow to the ‘Silk Road’: A spatial econometric approach," Tourism Economics, , vol. 25(8), pages 1167-1181, December.
    5. Nina Zhu & Gang Zeng & Xue Li & Zhangqi Zhong, 2023. "Optimum spatial scale of regional tourism cooperation based on spillover effects in tourism flows," Tourism Economics, , vol. 29(2), pages 409-436, March.
    6. De Siano, Rita & Canale, Rosaria Rita, 2022. "Controversial effects of tourism on economic growth: A spatial analysis on Italian provincial data," Land Use Policy, Elsevier, vol. 117(C).
    7. Zheng, Weimin & Huang, Liyao & Lin, Zhibin, 2021. "Multi-attraction, hourly tourism demand forecasting," Annals of Tourism Research, Elsevier, vol. 90(C).
    8. Yang, Yang & Zhang, Honglei, 2019. "Spatial-temporal forecasting of tourism demand," Annals of Tourism Research, Elsevier, vol. 75(C), pages 106-119.
    9. Bo Zhou & Zhihong Wen & Ian Sutherland & Seul Ki Lee, 2022. "The spatial heterogeneity and dynamics of tourism-flow spillover effect: The role of high-speed train in China," Tourism Economics, , vol. 28(2), pages 300-324, March.
    10. Philip Cooke, 2002. "Biotechnology Clusters as Regional, Sectoral Innovation Systems," International Regional Science Review, , vol. 25(1), pages 8-37, January.
    11. Endrich, Marek, 2020. "The good tourist, the bad refugee and the ugly German: Xenophobic activities and tourism," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224604, Verein für Socialpolitik / German Economic Association.
    12. Stirböck, Claudia, 2001. "Agglomeration tendencies in EU regions: where does capital go?," ZEW Discussion Papers 01-28, ZEW - Leibniz Centre for European Economic Research.
    13. Ademir Rocha & Fernando Perobelli, 2020. "Spatial distribution of logistics services in Brazil: A potential market analysis," Regional Science Policy & Practice, Wiley Blackwell, vol. 12(1), pages 185-217, February.
    14. Inmaculada Garcia-Mainar & Victor Montuenga-Gomez, 2003. "The Spanish Wage Curve: 1994-1996," Regional Studies, Taylor & Francis Journals, vol. 37(9), pages 929-945.
    15. Emanuel Shachmurove & Yochanan Shachmurove, 2010. "Location, Location, Location: Entrepreneurial Finance Meets Economic Geography," PIER Working Paper Archive 10-030, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    16. David Cuberes & Rafael González-Val, 2017. "The effect of the Spanish Reconquest on Iberian cities," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 58(3), pages 375-416, May.
    17. Beugelsdijk, S. & Cornet, M., 2001. "How far do They Reach? The Localization of Industrial and Academic Knowledge Spillovers in the Netherlands," Other publications TiSEM 303b1186-e227-43ce-a118-0, Tilburg University, School of Economics and Management.
    18. Goschin, Zizi & Constantin, Daniela L. & Roman, Monica & Ileanu, Bogdan, 2009. "Specialisation and Concentration Patterns in the Romanian Economy," MPRA Paper 88832, University Library of Munich, Germany.
    19. Sanjaya Lall & John Weiss & Hiroshi Oikawa, 2005. "China's Competitive Threat to Latin America: An Analysis for 1990-2002," Oxford Development Studies, Taylor & Francis Journals, vol. 33(2), pages 163-194.
    20. Taxiarchis Delis & Dimitrios Kyrkilis, 2017. "Locational Concentration of Foreign Direct Investment in China: a Cluster Factor-Based Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 8(4), pages 1115-1132, 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:sae:toueco:v:28:y:2022:i:2:p:559-579. 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.