From Sunrise Seekers to Village Experience Seekers: A Two Step Clustering Segmentation in Bromo Tengger Semeru National Park

Authors

  • Novita Uki Hutami Universitas Terbuka
  • Faisyal Faisyal Kementerian Pariwisata
  • Reyra Humaera Universitas Pamulang
  • Irfanun Nisa Tsalits Hantanty Universitas Terbuka

DOI:

https://doi.org/10.62383/tamasya.v3i1.983

Keywords:

Ecotourism, Length of Stay, Tourists’ Expenditure, Two-Step Cluster Analysis, Visitor Segmentation

Abstract

This study aims to identify domestic visitor segments in Bromo Tengger Semeru National Park (TNBTS), Indonesia, based on travel characteristics and consumption patterns to support the development of quality tourism in protected areas. Using snowball sampling, 283 domestic visitors was analysed by Two-Step Cluster Analysis in SPSS by integrating length of stay, activity preferences, and expenditure patterns. The results reveal a two-cluster solution as the most optimal segmentation, supported by the highest ratio of distance measures, with cluster quality rated as fair (silhouette = 0.20). Cluster 1 (39.2%) represents short-stay, lower-spending visitors who primarily seek iconic experiences (“Sunrise Seekers”), while Cluster 2 (60.8%) reflects longer-stay, higher-spending visitors who prefer village tourism activities (“Village Experience Seekers”). The strongest differentiating variables across segments are length of stay, activity preference, expenditure style, and age, whereas gender, education level, origin, and travel companions have limited role in segment separation. This study contributes empirical evidence of data-driven visitor segmentation in a conservation-based ecotourism destination within a volcanic national park, extending prior expenditure-focused profiling by integrating length of stay and activity preferences to capture visitor heterogeneity more comprehensively.

Downloads

Download data is not yet available.

References

Adongo, C. A., Badu-Baiden, F., & Boakye, K. A. A. (2017). The tourism experience-led length of stay hypothesis. Journal of Outdoor Recreation and Tourism, 18, 65–74. https://doi.org/10.1016/j.jort.2017.02.003

Alam, R., & Nayak, D. (2025). Developing local support for wildlife conservation through community-based ecotourism: A study of Jim Corbett Tiger Reserve, India. Tourism Planning & Development, 22(2), 182–206.

Alba, J. M. de, Prats, L., & Coromina, L. (2016). The effect of tourism expenditure on the behaviour of tourists in Barcelona. International Journal of Business and Globalisation, 17(3), 445. https://doi.org/10.1504/IJBG.2016.078845

Armono, H. D., Rosyid, D. M., & Nuzula, N. I. (2017). Carrying capacity model applied to coastal ecotourism of Baluran National Park, Indonesia. In IOP Conference Series: Earth and Environmental Science (p. 012004). IOP Publishing.

Atsız, O., Öğretmenoğlu, M., & Akova, O. (2022). A bibliometric analysis of length of stay studies in tourism. European Journal of Tourism Research, 31, 3101.

Badilla, M. C. G. (2021). New approaches to market segmentation, targeting and positioning: The case of Maribojoc, Bohol, Philippines. In Marketing tourist destinations in emerging economies (pp. 189–210). Springer.

BAM, N. (2023). Analysis of tourists’ length of stay in Pokhara, Nepal. Advances in Hospitality and Tourism Research, 11(1), 28–44. https://doi.org/10.30519/ahtr.1073732

Barros, C. P., & Machado, L. P. (2010). The length of stay in tourism. Annals of Tourism Research, 37(3), 692–706.

Bigné, E., Gnoth, J., & Andreu, L. (2007). Advanced topics in tourism market segmentation. In Tourism management: Analysis, behaviour, and strategy.

Boto-García, D., Baños-Pino, J. F., & Álvarez, A. (2019). Determinants of tourists’ length of stay: A hurdle count data approach. Journal of Travel Research, 58(6), 977–994. https://doi.org/10.1177/0047287518793041

Brida, J. G., Disegna, M., & Scuderi, R. (2014). Segmenting visitors of cultural events: The case of Christmas market. Expert Systems with Applications, 41(10), 4542–4553. https://doi.org/10.1016/j.eswa.2014.01.019

Carrascosa-López, C., et al. (2021). Understanding motivations and segmentation in ecotourism destinations: Application to natural parks in Spanish Mediterranean area. Sustainability, 13(9), 4802. https://doi.org/10.3390/su13094802

Carvache-Franco, M., et al. (2023). Market segmentation in urban tourism: A study in Latin America. PLOS ONE, 18(5), e0285138. https://doi.org/10.1371/journal.pone.0285138

Carvache-Franco, M., Segarra-Oña, M., & Carrascosa-López, C. (2019). Segmentation by motivation in ecotourism: Application to protected areas in Guayas, Ecuador. Sustainability, 11(1), 240. https://doi.org/10.3390/su11010240

Cheunkamon, E., Jomnonkwao, S., & Ratanavaraha, V. (2022). Impacts of tourist loyalty on service providers. Journal of Quality Assurance in Hospitality & Tourism, 23(6), 1397–1429. https://doi.org/10.1080/1528008X.2021.1995564

Choi, J. (2025). From desire to action: Unpacking push–pull motivations to reveal how travel sparks eco-intentions and actions. Behavioral Sciences, 15(12), 1651. https://doi.org/10.3390/bs15121651

Dolnicar, S. (2004). Beyond “commonsense segmentation”: A systematics of segmentation approaches in tourism. Journal of Travel Research, 42(3), 244–250. https://doi.org/10.1177/0047287503258830

Duong, M. P. T., et al. (2024). Community-based ecotourism and the challenges of local participation. Journal of Environmental Planning and Management, 1–27.

Ferrer-Rosell, B., Martínez-Garcia, E., & Coenders, G. (2014). Package and no-frills air carriers as moderators of length of stay. Tourism Management, 42, 114–122. https://doi.org/10.1016/j.tourman.2013.11.002

Gokovali, U., Bahar, O., & Kozak, M. (2007). Determinants of length of stay. Tourism Management, 28(3), 736–746. https://doi.org/10.1016/j.tourman.2006.05.004

Gómez-Déniz, E., & Pérez-Rodríguez, J. V. (2021). Spending and length of stay by tourists flying to the Canary Islands. Applied Spatial Analysis and Policy, 14(3), 631–658. https://doi.org/10.1007/s12061-020-09370-3

Kim, S. S., Lee, C. K., & Klenosky, D. B. (2003). The influence of push and pull factors at Korean national parks. Tourism Management, 24(2), 169–180. https://doi.org/10.1016/S0261-5177(02)00059-6

Mensah, I. (2017). Benefits and challenges of community-based ecotourism. Tourism Review International, 21(1), 81–98.

Mutanga, C. N., et al. (2017). Travel motivation and tourist satisfaction with wildlife tourism experiences. Journal of Outdoor Recreation and Tourism, 20, 1–18. https://doi.org/10.1016/j.jort.2017.08.001

Nicolau, J. L., Zach, F. J., & Tussyadiah, I. P. (2018). Effects of distance and first-time visitation on tourists’ length of stay. Journal of Hospitality & Tourism Research, 42(7), 1023–1038. https://doi.org/10.1177/1096348016654972

Obradović, S. (2024). Drivers of environmentally responsible behavior in sustainable tourism. GeoJournal, 89(4), 124. https://doi.org/10.1007/s10708-024-11139-x

Sahoo, B. K., Nayak, R., & Mahalik, M. K. (2022). Factors affecting domestic tourism spending in India. Annals of Tourism Research Empirical Insights, 3(2), 100050. https://doi.org/10.1016/j.annale.2022.100050

Salman, A., Jaafar, M., & Mohamad, D. (2020). A comprehensive review of ecotourism in sustainable tourism development. e-Review of Tourism Research, 18(2), 215–233.

Thrane, C. (2015). Determinants of tourists’ length of stay. Tourism Economics, 21(5), 1087–1093. https://doi.org/10.5367/te.2014.0385

Wang, L., et al. (2018). Length of stay: Its determinants and outcomes. Journal of Travel Research, 57(4), 472–482. https://doi.org/10.1177/0047287517700315

Wardle, C., et al. (2021). Ecotourism’s contributions to conservation. Journal of Ecotourism, 20(2), 99–129.

Yang, Y., Wong, K. K. F., & Zhang, J. (2011). Determinants of length of stay for domestic tourists. Asia Pacific Journal of Tourism Research, 16(6), 619–633. https://doi.org/10.1080/10941665.2011.610144

Zhang, H., & Lei, S. L. (2012). A structural model of residents’ intention to participate in ecotourism. Tourism Management, 33(4), 916–925.

Zopiatis, A., & Pericleous, K. (2021). Profiling the package traveler. Journal of Destination Marketing & Management, 21, 100636.

Downloads

Published

2026-03-31

How to Cite

Novita Uki Hutami, Faisyal Faisyal, Reyra Humaera, & Irfanun Nisa Tsalits Hantanty. (2026). From Sunrise Seekers to Village Experience Seekers: A Two Step Clustering Segmentation in Bromo Tengger Semeru National Park. Tamasya : Jurnal Pariwisata Indonesia, 3(1), 20–37. https://doi.org/10.62383/tamasya.v3i1.983

Similar Articles

<< < 1 2 3 4 > >> 

You may also start an advanced similarity search for this article.