GEO-TAGGED INSTAGRAM ANALYTICS FOR HERITAGE TOURISM AND SERVICES MARKETING: MODELING HOW PLACE-MAKING ATTRIBUTES SHAPE VISITOR IMPRESSIONS IN MALANG, INDONESIA

Autores

  • Sativana Sari
  • Soemarno
  • Moh. Khusaini
  • Wayan Firdaus Mahmudy

DOI:

https://doi.org/10.18623/rvd.v23.6280

Palavras-chave:

Place-Making, Heritage Tourism, Geo-Tagged Instagram Analytics, Visitor Impressions, Urban Parks, Malang City

Resumo

Purpose: This study aims to model how place-making attributes—specifically accessibility, comfort and impression, use and activity, and friendliness—shape visitor impressions of heritage urban parks in Malang, Indonesia, as expressed through geo-tagged Instagram content. The study bridges spatial design theory and digital tourism analytics, providing an empirical framework for understanding how physical and experiential qualities of urban heritage spaces influence digital perceptions and emotional responses. Methods: The research adopts a descriptive–evaluative design, integrating geo-tagged Instagram analytics with a path analysis framework. Seven historic urban parks in Malang—Alun-Alun Tugu, Alun-Alun Merdeka, Merbabu Park, Cerme Park, Slamet Park, Gayam Park, and Ijen Park—served as the analytical units. Data were obtained through systematic extraction and categorization of user-generated hashtags and location tags into four constructs representing place-making attributes. A series of path analyses were conducted to estimate the direct, indirect, and total effects among the constructs and to evaluate model fit across different park contexts. Results: The findings reveal that friendliness-related impressions are predominantly shaped by experiential attributes—comfort/impression and use/activity—rather than by accessibility. Accessibility exhibited limited or non-significant effects in most parks, except for minor direct relationships observed in Cerme Park, Slamet Park, and Ijen Park. Comfort/impression and use/activity consistently demonstrated significant positive effects on friendliness, particularly in Alun-Alun Tugu and Alun-Alun Merdeka. These results suggest that the perceived sociability and emotional warmth of heritage parks arise primarily from on-site experiences and active use patterns rather than physical access conditions. Implications: The study contributes to heritage tourism and services marketing research by operationalizing geo-tagged social media data as a diagnostic tool for measuring experiential place-making attributes. The results highlight the need for experience-led management strategies emphasizing comfort, activity diversity, and human-scale design cues that strengthen visitor attachment and digital visibility. Practically, urban heritage managers can employ Instagram analytics to identify which experiential levers most strongly influence visitor impressions, thereby guiding targeted interventions in heritage park design and promotion.

Referências

Akbar, P. N. G., & Edelenbos, J. (2020). Social impacts of place-making in urban informal settlements: A case study of Indonesian kampungs. Social Sciences, 9(6), 104.

Akbar, P. N. G., & Edelenbos, J. (2021). Positioning place-making as a social process: A systematic literature review. Cogent Social Sciences, 7(1), 1905920.

Amorim Maia, A. T. (2018). Grasping The Intangible: Using Cultural Ecosystem Services Assessed Through Social Media Data To Understand Green Gentrification In Barcelona, Spain.

Ashworth, G. J., & Tunbridge, J. E. (2011). Heritage, tourism and quality-of-life. In Handbook of tourism and quality-of-life research: Enhancing the lives of tourists and residents of host communities (pp. 359–371). Springer.

Basirati, M., & Laachach, A. (2025). Clustering sustainable tourism destinations through Instagram photo analysis: a machine learning approach. Tourism Review.

Chen, Y., Parkins, J. R., & Sherren, K. (2018). Using geo-tagged Instagram posts to reveal landscape values around current and proposed hydroelectric dams and their reservoirs. Landscape and Urban Planning, 170, 283–292.

Djukic, A., Stober, D., Tiano, P., Negru, M., Maric, J., Sepe, M., & Economou, A. (2023). Placemaking and Networking of Heritage for Sustainable Tourism. Dynamics of Placemaking Volume 1: Placemaking in Practice–Experiences and Approaches from a Pan-European Perspective, 11–36.

Domènech, A., Mohino, I., & Moya-Gómez, B. (2020). Using flickr geotagged photos to estimate visitor trajectories in world heritage cities. ISPRS International Journal of Geo-Information, 9(11), 646.

Horvath, C., & Farooqi, M. (2025). Participatory Walking as an Alternative Heritage Practice in Two UNESCO World Heritage Cities: Bath and Lahore. Pathways to Agonism: Disputed Territories and Memory, 6, 53.

Hultman, J., & Hall, C. M. (2012). Tourism place-making: Governance of locality in Sweden. Annals of Tourism Research, 39(2), 547–570.

Kádár, B., & Klaniczay, J. (2022). Branding built heritage through cultural urban festivals: an instagram analysis related to sustainable co-creation, in Budapest. Sustainability, 14(9), 5020.

Khirfan, L. (2016). Place making and experience in World Heritage Cities. In World Heritage, Tourism and Identity (pp. 157–172). Routledge.

Lew, A. A. (2019). Tourism planning and place making: place-making or placemaking? In Tourism planning and development (pp. 142–160). Routledge.

Li, X., Jia, T., Lusk, A., & Larkham, P. (2020). Rethinking place-making: Aligning placeness factors with perceived urban design qualities (PUDQs) to improve the built environment in historical districts. Urban Design International, 25(4), 338–356.

Liu, S. (2022). Exploring the role of online visual information in pre-and post-tourism experiences. Auburn University.

Loke, T., Teramoto, Y., Camargo, C. Q., & Eccles, K. (2022). Heritage site-seeing through the visitor's lens on Instagram. Journal of Cultural Analytics, 7(3).

Luberg, A. (n.d.). Consolidation of Crowd-Sourced Geo-Tagged Data for Parameterized Travel Recommendations.

Mahvari, P., Ghalehnoee, M., & Mokhtarzadeh, S. (2020). Evaluating the quality of urban space based on the place-making approach: emphasizing on the access quality in the Imam Ali square. Motaleate Shahri, 9(35), 47–60.

Medayese, S., & Magidimisha-Chipungu, H. H. (2022). MEDIATION FUNCTION OF DESIRED QUALITY OF LIFE BETWEEN PLACE-MAKING AND LIVEABLE COMMUNITIES IN AFRICAN CITIES".

Mohamed, A., Samarghandi, S., Samir, H., & Mohammed, M. F. M. (2020). The role of placemaking approach in revitalising AL-ULA heritage site: Linkage and access as key factors. International Journal of Sustainable Development and Planning, 15(6), 921–926.

Mosler, S. (2019). Everyday heritage concept as an approach to place-making process in the urban landscape. Journal of Urban Design, 24(5), 778–793.

Mou, L., Cheng, L., & Wall, G. (2024). Place making, authenticity and behavioral intentions in a Chinese "ancient" town. Tourism Review, 79(7), 1330–1360.

Nag, A. (2025). Stakeholders' perception influence in competitive heritage place-making: case study India. Proceedings of the Institution of Civil Engineers-Urban Design and Planning, 178(2), 88–123.

Ng, M. K. (2016). The right to healthy place-making and well-being. In Planning theory & practice (Vol. 17, Issue 1, pp. 3–6). Taylor & Francis.

Nguyen, T. T., Camacho, D., & Jung, J. E. (2017). Identifying and ranking cultural heritage resources on geotagged social media for smart cultural tourism services. Personal and Ubiquitous Computing, 21(2), 267–279.

Nolasco-Cirugeda, A., García-Mayor, C., Lupu, C., & Bernabeu-Bautista, A. (2022). Scoping out urban areas of tourist interest though geolocated social media data: Bucharest as a case study. Information Technology & Tourism, 24(3), 361–387.

Payntar, N. D. (2022). Archaeological heritage 'on-the-rise': detecting emerging tourist attractions in Peru using machine learning and geotagged photographs. Journal of Heritage Tourism, 17(2), 222–244.

Pendlebury, J., & Porfyriou, H. (2017). Heritage, urban regeneration and place-making. In Journal of Urban Design (Vol. 22, Issue 4, pp. 429–432). Taylor & Francis.

Rezaei, N., Ghaderi, Z., & Ghanipour, M. (2022). Heritage tourism and place making: investigating the users' perspectives towards Sa'd al-Saltaneh Caravanserai in Qazvin, Iran. Journal of Heritage Tourism, 17(2), 204–221.

Roe, C. (2023). The Power of Place Making: Exploring The Role of Sense of Place in Sustainable World Heritage Tourism Development at the Derwent Valley Mills World Heritage Site (DVMWHS). University of Derby (United Kingdom).

Samir, H., Samargandi, S., & Mohammed, M. F. M. (2019). Placemaking as an approach to foster cultural tourism in heritage sites. Structural Studies, Repairs and Maintenance of Heritage Architecture XVI, 191, 321.

Slattery, I. (2022). Integrating urban development & placemaking practice to enhance quality of life: communities, consultation and constraints at the local city neighbourhood level in different global settings. University of Warwick.

Talmage, C. A., Hagen, B., Pijawka, D., & Nassar, C. (2018). Measuring neighborhood quality of life: placed-based Sustainability indicators in Freiburg, Germany. Urban Science, 2(4), 106.

Tousi, E., Pancholi, S., Rashid, M. M., & Khoo, C. K. (2025a). Cultural heritage sites as a facilitator for place making in the context of smart city: The case of Geelong. Urban Science, 9(9), 337.

Tousi, E., Pancholi, S., Rashid, M. M., & Khoo, C. K. (2025b). Integrating Cultural Heritage into Smart City Development Through Place Making: A Systematic Review. Urban Science, 9(6), 215.

Vassakis, K., Petrakis, E., Kopanakis, I., & Makridis, J. (2021). Location intelligence for tourism destinations: a big data comparative analysis through location-based social networks. International Journal of Tourism Policy, 11(3), 247–264.

Vassakis, K., Petrakis, E., Kopanakis, I., & Makridis, J. (2023). Big data analytics on location-based social networks for knowledge generation in tourism-the case of Crete Island. International Journal of Technology Marketing, 17(1), 99–123.

Wahl, H.-W., Kirch, J., Büter, K., & Marquardt, G. (2024). The importance of place-making for quality of life in later life: contrasting home and hospital environments. In Handbook of Quality of Life Research (pp. 323–338). Edward Elgar Publishing.

Zhou, X., & Chen, Z. (2023). Destination attraction clustering: segmenting tourist movement patterns with geotagged information. Tourism Geographies, 25(2–3), 797–819.

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Publicado

2026-05-14

Como Citar

Sari, S., Soemarno, Khusaini, M., & Mahmudy, W. F. (2026). GEO-TAGGED INSTAGRAM ANALYTICS FOR HERITAGE TOURISM AND SERVICES MARKETING: MODELING HOW PLACE-MAKING ATTRIBUTES SHAPE VISITOR IMPRESSIONS IN MALANG, INDONESIA. Veredas Do Direito , 23(8), e236280. https://doi.org/10.18623/rvd.v23.6280