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Clustering Analysis of Tourism and Crime in Barcelona from 2011 to 2022

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Advances in Computational Intelligence Systems (UKCI 2024)

Abstract

Barcelona, Spain, is one of the most popular cities for tourists in the world, which is visited not only during high season by local and by international tourists. Similarly to other cities that receive many tourists, residents of Barcelona usually perceive an impact on regular criminality levels during the year depending on tourism. This paper presents a clustering analysis approach to identify trends on the relationship between crime and tourism in Barcelona between 2011 and 2022. The clustering analysis presented considers three clustering methods: (i) K-Means, (ii) Hierarchical clustering, and (iii) DBSCAN. The rationale for using these techniques was to compare the overlaps and variations in the results obtained. Results were analysed in three different ways: (i) showing clusters as a layer over crime and tourism variables visually in maps, (ii) using cluster boxplots, and (iii) comparing mean values of individual cluster types for crime and tourism variables. The results obtained show that clusters tend to form around areas in which the volume of crime and tourism is either at its highest or lowest. Future work will consider other types of analysis such as regression, correlation and data visualizations.

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Notes

  1. 1.

    Https://mossos.gencat.cat/ca/els_mossos_desquadra/indicadors_i_qualitat/dades_obertes.

References

  1. World Travel and Tourism Council (WTTC). Economic Impact Research. https://wttc.org/research/economic-impact. Accessed 18 Jun 2024

  2. World Travel and Tourism Council (WTTC). Cities Economic Impact Research. https://wttc.org/research/economic-impact/cities. Accessed 18 Jun 2024

  3. Barcelona City Council. Barcelona Victimisation Survey. https://ajuntament.barcelona.cat/seguretatiprevencio/en/documents/barcelona-victimisation-survey. Accessed 19 Jun 2024

  4. Oxford English Dictionary. https://www.oed.com. Accessed 19 Jun 2024

  5. Frent, C.: An overview on the negative impacts of tourism. Revista de turism-studii si cercetari in turism 22 (2016)

    Google Scholar 

  6. Graupner, H.: Sexual consent: the criminal law in Europe and overseas. Arch. Sex. Behav. 29, 415–461 (2000)

    Article  MATH  Google Scholar 

  7. Zhu, G., van der Aa, S.: Trends of age of consent legislation in Europe: a comparative study of 59 jurisdictions on the European continent. New J. Eur. Crimin. Law 8(1), 14–42 (2017)

    Article  Google Scholar 

  8. Garland, J., Chakraborti, N.: Divided by a common concept? Assessing the implications of different conceptualizations of hate crime in the European Union. Eur. J. Criminol. 9(1), 38–51 (2012)

    Article  Google Scholar 

  9. Domènech, A., Paulino, I., Miravet, D., Gutiérrez, A.: Tourist profiles and intra-destination visiting preferences in a mature coastal destination: more than beach. Eur. J. Tour. Res. 33, 3310 (2023)

    Article  Google Scholar 

  10. Montolio, D., Planells-Struse, S.: Does tourism boost criminal activity? Evidence from a top touristic country. Crime Delinq. 62(12), 1597–1623 (2016)

    Article  Google Scholar 

  11. Zhang, J., Xiang, G.: Revisiting the relationship between tourism and crime based on a dynamic spatial Durbin model. Crime Delinq. 68(11), 2146–2171 (2022)

    Article  MATH  Google Scholar 

  12. Recher, V., Rubil, I.: More tourism, more crime: evidence from Croatia. Soc. Indic. Res. 147, 651–675 (2020)

    Article  MATH  Google Scholar 

  13. Grinols, E.L., Mustard, D.B., Staha, M.: How do visitors affect crime? J. Quant. Criminol. 27, 363–378 (2011)

    Article  Google Scholar 

  14. Crotts, J.C.: Theoretical perspectives on tourist criminal victimisation. J. Tour. Stud. 7(1), 2–9 (1996)

    Google Scholar 

  15. Brás, M., Rodrigues, V.: Turismo e crime: efeitos da criminalidade na procura turística. Tour. Manage. Stud. 6, 59–68 (2010)

    Google Scholar 

  16. Cohen, E.: The tourist as victim and protégé of law enforcing agencies. Leis. Stud. 6(2), 181–198 (1987)

    Article  MATH  Google Scholar 

  17. Oppermann, M.: Sex tourism. Ann. Tour. Res. 26(2), 251–266 (1999)

    Article  Google Scholar 

  18. Sharpley, R.: Tourism, tourists and society. Routledge (2018)

    Google Scholar 

  19. Kiani, R., Mahdavi, S., Keshavarzi, A.: Analysis and prediction of crimes by clustering and classification. Int. J. Adv. Res. Artific. Intell. 4(8), 11–17 (2015)

    MATH  Google Scholar 

  20. Hajela, G., Chawla, M., Rasool, A.: A clustering based hotspot identification approach for crime prediction. Procedia Comput. Sci. 167, 1462–1470 (2020)

    Article  MATH  Google Scholar 

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Correspondence to Matias Garcia-Constantino .

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Gascon, J.E., Garcia-Constantino, M. (2024). Clustering Analysis of Tourism and Crime in Barcelona from 2011 to 2022. In: Zheng, H., Glass, D., Mulvenna, M., Liu, J., Wang, H. (eds) Advances in Computational Intelligence Systems. UKCI 2024. Advances in Intelligent Systems and Computing, vol 1462. Springer, Cham. https://doi.org/10.1007/978-3-031-78857-4_25

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