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A Tourist Segmentation Based on Motivation, Satisfaction and Prior Knowledge with a Socio-Economic Profiling: A Clustering Approach with Mixed Information

Author

Listed:
  • Pierpaolo D’Urso

    (Sapienza University of Rome)

  • Livia Giovanni

    (Luiss University)

  • Marta Disegna

    (Bournemouth University)

  • Riccardo Massari

    (Sapienza University of Rome)

  • Vincenzina Vitale

    (Sapienza University of Rome)

Abstract

The popularity of the cluster analysis in the tourism field has massively grown in the last decades. However, accordingly to our review, researchers are often not aware of the characteristics and limitations of the clustering algorithms adopted. An important gap in the literature emerged from our review regards the adoption of an adequate clustering algorithm for mixed data. The main purpose of this article is to overcome this gap describing, both theoretically and empirically, a suitable clustering algorithm for mixed data. Furthermore, this article contributes to the literature presenting a method to include the “Don’t know” answers in the cluster analysis. Concluding, the main issues related to cluster analysis are highlighted offering some suggestions and recommendations for future analysis.

Suggested Citation

  • Pierpaolo D’Urso & Livia Giovanni & Marta Disegna & Riccardo Massari & Vincenzina Vitale, 2021. "A Tourist Segmentation Based on Motivation, Satisfaction and Prior Knowledge with a Socio-Economic Profiling: A Clustering Approach with Mixed Information," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 154(1), pages 335-360, February.
    • Handle: RePEc:spr:soinre:v:154:y:2021:i:1:d:10.1007_s11205-020-02537-y
    DOI: 10.1007/s11205-020-02537-y
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    1. Renato Coppi & Paolo Giordani & Pierpaolo D’Urso, 2006. "Component Models for Fuzzy Data," Psychometrika, Springer;The Psychometric Society, vol. 71(4), pages 733-761, December.
    2. Alexander, Amanda & Kim, Sung-Bum & Kim, Dae-Young, 2015. "Segmenting volunteers by motivation in the 2012 London Olympic Games," Tourism Management, Elsevier, vol. 47(C), pages 1-10.
    3. Salvatore, Rita & Chiodo, Emilio & Fantini, Andrea, 2018. "Tourism transition in peripheral rural areas: Theories, issues and strategies," Annals of Tourism Research, Elsevier, vol. 68(C), pages 41-51.
    4. Murdy, Samantha & Alexander, Matthew & Bryce, Derek, 2018. "What pulls ancestral tourists ‘home’? An analysis of ancestral tourist motivations," Tourism Management, Elsevier, vol. 64(C), pages 13-19.
    5. Heungsun Hwang & Wayne Desarbo & Yoshio Takane, 2007. "Fuzzy Clusterwise Generalized Structured Component Analysis," Psychometrika, Springer;The Psychometric Society, vol. 72(2), pages 181-198, June.
    6. Liang, Zeng-Xian & Hui, Tak-Kee, 2016. "Residents’ quality of life and attitudes toward tourism development in China," Tourism Management, Elsevier, vol. 57(C), pages 56-67.
    7. Bhati, Abhishek & Pearce, Philip, 2017. "Tourist attractions in Bangkok and Singapore; linking vandalism and setting characteristics," Tourism Management, Elsevier, vol. 63(C), pages 15-30.
    8. D'Urso, Pierpaolo & Disegna, Marta & Massari, Riccardo & Osti, Linda, 2016. "Fuzzy segmentation of postmodern tourists," Tourism Management, Elsevier, vol. 55(C), pages 297-308.
    9. Paker, Neslihan & Vural, Ceren Altuntaş, 2016. "Customer segmentation for marinas: Evaluating marinas as destinations," Tourism Management, Elsevier, vol. 56(C), pages 156-171.
    10. Liu, Zhihong & Huang, Songshan (Sam) & Hallak, Rob & Liang, Mingzhu, 2016. "Chinese consumers' brand personality perceptions of tourism real estate firms," Tourism Management, Elsevier, vol. 52(C), pages 310-326.
    11. Pierpaolo D'Urso & Marta Disegna & Riccardo Massari & Linda Osti, 2014. "Fuzzy segmentation in postmodern consumers," BEMPS - Bozen Economics & Management Paper Series BEMPS20, Faculty of Economics and Management at the Free University of Bozen.
    12. Abrate, Graziano & Viglia, Giampaolo, 2016. "Strategic and tactical price decisions in hotel revenue management," Tourism Management, Elsevier, vol. 55(C), pages 123-132.
    13. Amaro, Suzanne & Duarte, Paulo & Henriques, Carla, 2016. "Travelers’ use of social media: A clustering approach," Annals of Tourism Research, Elsevier, vol. 59(C), pages 1-15.
    14. Wassler, Philipp & Nguyen, Thi Hong Hai & Mai, Le Quyen & Schuckert, Markus, 2019. "Social representations and resident attitudes: A multiple-mixed-method approach," Annals of Tourism Research, Elsevier, vol. 78(C), pages 1-1.
    15. Zhao, Shengnan (Nancy) & Timothy, Dallen J., 2017. "Tourists’ consumption and perceptions of red heritage," Annals of Tourism Research, Elsevier, vol. 63(C), pages 97-111.
    16. Domínguez Vila, Trinidad & Darcy, Simon & Alén González, Elisa, 2015. "Competing for the disability tourism market – A comparative exploration of the factors of accessible tourism competitiveness in Spain and Australia," Tourism Management, Elsevier, vol. 47(C), pages 261-272.
    17. Kim, Jaehoon & Kim, Sangsin, 2015. "2012년 국회법 개정의 효과 연구 [A Study on the Effect of the 2012 National Assembly Act Amendment]," KDI Research Monographs, Korea Development Institute (KDI), volume 127, number v:2015-03(k):y:2015:p:1-1.
    18. Font, Xavier & Garay, Lluis & Jones, Steve, 2016. "A Social Cognitive Theory of sustainability empathy," Annals of Tourism Research, Elsevier, vol. 58(C), pages 65-80.
    19. Michelle Lalla & Gisella Facchinetti & Giovanni Mastroleo, 2005. "Ordinal scales and fuzzy set systems to measure agreement: An application to the evaluation of teaching activity," Quality & Quantity: International Journal of Methodology, Springer, vol. 38(5), pages 577-601, January.
    20. Nawijn, Jeroen & Isaac, Rami Khalil & van Liempt, Adriaan & Gridnevskiy, Konstantin, 2016. "Emotion clusters for concentration camp memorials," Annals of Tourism Research, Elsevier, vol. 61(C), pages 244-247.
    21. Williams, Nigel L. & Inversini, Alessandro & Ferdinand, Nicole & Buhalis, Dimitrios, 2017. "Destination eWOM: A macro and meso network approach?," Annals of Tourism Research, Elsevier, vol. 64(C), pages 87-101.
    22. Mohammad Izadikhah & Reza Farzipoor Saen & Kourosh Ahmadi, 2017. "How to Assess Sustainability of Suppliers in the Presence of Dual-Role Factor and Volume Discounts? A Data Envelopment Analysis Approach," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 34(03), pages 1-25, June.
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